{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9b3d868b",
   "metadata": {},
   "source": [
    "# Analysis of a Decision-making Model\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/brainpy/blob/master/docs_version2/tutorial_analysis/decision_making_model.ipynb)\n",
    "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/brainpy/blob/master/docs_version2/tutorial_analysis/decision_making_model.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0758752",
   "metadata": {},
   "source": [
    "@[Chaoming Wang](https://github.com/chaoming0625)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "533d47d1",
   "metadata": {},
   "source": [
    "In this section, we are going to use the [low-dimensional analyzers](./lowdim_analysis.ipynb) to make phase plane and bifurcation analysis for the decision-making model proposed by (Wong & Wang) [1]."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cfa074d",
   "metadata": {},
   "source": [
    "## Decision making model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f3268e0",
   "metadata": {},
   "source": [
    "This model considers two excitatory neural assemblies, populations  1  and  2 , that compete with each other through a shared pool of inhibitory neurons. In our analysis, we use the following model equations. \n",
    "\n",
    "Let $r_1$ and $r_2$ be firing rates of E and I populations, and the total synaptic input current $I_i$ and the resulting firing rate $r_i$ of the neural population $i$ obey the following input-output relationship ($F - I$ curve):\n",
    "\n",
    "$$\n",
    "r_i = F(I_i) = \\frac{aI_i - b}{1-\\exp(-d(a I_i - b))}\n",
    "$$\n",
    "\n",
    "which captures the current-frequency function of a leaky integrate-and-fire neuron. The parameter values are $a$ = 270 Hz/nA, $b$ = 108 Hz, $d$ = 0.154 sec.\n",
    "\n",
    "Assume that the synaptic drive variables' $S_1$ and $S_2$ obey\n",
    "\n",
    "$$\n",
    "\\frac{dS_1}{dt} = F(I_1)\\,\\gamma(1-S_1)-S_1/\\tau_s\\\\\n",
    "\\frac{dS_2}{dt} = F(I_2)\\,\\gamma(1-S_2)-S_2/\\tau_s\n",
    "$$\n",
    "\n",
    "where $\\gamma$ = 0.641. The net current into each population is given by \n",
    "\n",
    "$$\n",
    "I_1 = J_E S_1 + J_I S_2 + I_{b1} + J_{ext}\\mu_1 \\\\\n",
    "I_2 = J_E S_2 + J_I S_1 +I_{b2} +J_{ext}\\mu_2.\n",
    "$$\n",
    "\n",
    "\n",
    "The synaptic time constant is $\\tau_s$ = 100 ms (NMDA time consant). The synaptic coupling strengths are $J_E$ = 0.2609 nA, $J_I$ = -0.0497 nA, and $J_{ext}$ = 0.00052 nA. Stimulus-selective inputs to populations 1 and 2 are governed by unitless parameters $\\mu_1$ and $\\mu_2$, respectively. \n",
    "\n",
    "For the decision-making paradigm, the input rates $\\mu_1$ and $\\mu_2$ are determined by the stimulus coherence $c'$ which ranges between 0 (0%) and 1 (100%):\n",
    "\n",
    "$$\n",
    "\\mu_1 =\\mu_0(1+c')\\\\\n",
    "\\mu_2 =\\mu_0(1-c')\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "id": "2a73eb21",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:06.143401Z",
     "start_time": "2025-10-06T03:34:02.114515Z"
    }
   },
   "source": [
    "import brainpy as bp\n",
    "import brainpy.math as bm\n",
    "\n",
    "bm.enable_x64()\n",
    "bm.set_platform('cpu')"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:06.158553Z",
     "start_time": "2025-10-06T03:34:06.150285Z"
    }
   },
   "source": [
    "bp.__version__"
   ],
   "id": "1650a5ae0c61376b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.0.0'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "id": "6430d1b0",
   "metadata": {},
   "source": [
    "## Parameters"
   ]
  },
  {
   "cell_type": "code",
   "id": "4a6c0a75",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:06.178635Z",
     "start_time": "2025-10-06T03:34:06.173379Z"
    }
   },
   "source": [
    "gamma = 0.641  # Saturation factor for gating variable\n",
    "tau = 0.1  # Synaptic time constant [sec]\n",
    "a = 270.  #  Hz/nA\n",
    "b = 108.  # Hz\n",
    "d = 0.154  # sec\n",
    "\n",
    "I0 = 0.3255  # background current [nA]\n",
    "JE = 0.2609  # self-coupling strength [nA]\n",
    "JI = -0.0497  # cross-coupling strength [nA]\n",
    "JAext = 0.00052  # Stimulus input strength [nA]\n",
    "Ib = 0.3255  # The background input"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "id": "a7453f5e",
   "metadata": {},
   "source": [
    "## Model implementation"
   ]
  },
  {
   "cell_type": "code",
   "id": "61f19c7f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:06.198070Z",
     "start_time": "2025-10-06T03:34:06.191597Z"
    }
   },
   "source": [
    "@bp.odeint\n",
    "def int_s1(s1, t, s2, coh=0.5, mu=20.):\n",
    "    I1 = JE * s1 + JI * s2 + Ib + JAext * mu * (1. + coh)\n",
    "    r1 = (a * I1 - b) / (1. - bm.exp(-d * (a * I1 - b)))\n",
    "    return - s1 / tau + (1. - s1) * gamma * r1\n",
    "\n",
    "@bp.odeint\n",
    "def int_s2(s2, t, s1, coh=0.5, mu=20.):\n",
    "    I2 = JE * s2 + JI * s1 + Ib + JAext * mu * (1. - coh)\n",
    "    r2 = (a * I2 - b) / (1. - bm.exp(-d * (a * I2 - b)))\n",
    "    return - s2 / tau + (1. - s2) * gamma * r2"
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "id": "07f6669b",
   "metadata": {},
   "source": [
    "## Phase plane analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21577116",
   "metadata": {},
   "source": [
    "The advantage of the reduced model is that we can understand what dynamical behaviors the model generate for a particular parmeter set using phase-plane analysis and the explore how this behavior changed when the model parameters are varied (bifurcation analysis).\n",
    "\n",
    "To this end, we will use ``brainpy.analysis`` module. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7874ee8",
   "metadata": {},
   "source": [
    "We construct the phase portraits of the reduced model for different stimulus inputs (see Figure 4 and Figure 5 in (Wong & Wang, 2006) [1]). "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b733d379",
   "metadata": {},
   "source": [
    "**No stimulus**: $\\mu_0 =0$ Hz. In the absence of a stimulus, the two nullclines intersect with\n",
    "each other five times, producing five steady states, of which three\n",
    "are stable (attractors) and two are unstable"
   ]
  },
  {
   "cell_type": "code",
   "id": "d41349ff",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:11.611728Z",
     "start_time": "2025-10-06T03:34:06.205034Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.PhasePlane2D(\n",
    "    model=[int_s1, int_s2],\n",
    "    target_vars={'s1': [0, 1], 's2': [0, 1]},\n",
    "    pars_update={'mu': 0.},\n",
    "    resolutions=0.001,\n",
    ")\n",
    "analyzer.plot_vector_field()\n",
    "analyzer.plot_nullcline(coords=dict(s2='s2-s1'),\n",
    "                        x_style={'fmt': '-'},\n",
    "                        y_style={'fmt': '-'})\n",
    "analyzer.plot_fixed_point()\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am creating the vector field ...\n",
      "I am computing fx-nullcline ...\n",
      "I am evaluating fx-nullcline by optimization ...\n",
      "I am computing fy-nullcline ...\n",
      "I am evaluating fy-nullcline by optimization ...\n",
      "I am searching fixed points ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 1212 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 5 fixed points.\n",
      "\t#1 s1=0.5669871605297269, s2=0.031891419715715845 is a stable node.\n",
      "\t#2 s1=0.3138449248913604, s2=0.05578533347184533 is a saddle node.\n",
      "\t#3 s1=0.10265144582202472, s2=0.10265095098913242 is a stable node.\n",
      "\t#4 s1=0.055785342676329015, s2=0.31384493108087874 is a saddle node.\n",
      "\t#5 s1=0.03189144636489113, s2=0.5669870352865437 is a stable node.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "0ac9a527",
   "metadata": {},
   "source": [
    "**Symmetric stimulus**: $\\mu_0=30$ Hz, $c'=0$. When a stimulus  is\n",
    "applied, the phase space of the model is reconfigured. The spontaneous\n",
    "state vanishes. At the same time, a saddle-type unstable\n",
    "steady state is created that separates the two asymmetrical attractors. "
   ]
  },
  {
   "cell_type": "code",
   "id": "e517846e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:18.013720Z",
     "start_time": "2025-10-06T03:34:14.131440Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.PhasePlane2D(\n",
    "    model=[int_s1, int_s2],\n",
    "    target_vars={'s1': [0, 1], 's2': [0, 1]},\n",
    "    pars_update={'mu': 30., 'coh': 0.},\n",
    "    resolutions=0.001,\n",
    ")\n",
    "analyzer.plot_vector_field()\n",
    "analyzer.plot_nullcline(coords=dict(s2='s2-s1'),\n",
    "                        x_style={'fmt': '-'},\n",
    "                        y_style={'fmt': '-'})\n",
    "analyzer.plot_fixed_point()\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am creating the vector field ...\n",
      "I am computing fx-nullcline ...\n",
      "I am evaluating fx-nullcline by optimization ...\n",
      "I am computing fy-nullcline ...\n",
      "I am evaluating fy-nullcline by optimization ...\n",
      "I am searching fixed points ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 1212 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 3 fixed points.\n",
      "\t#1 s1=0.658694232143127, s2=0.05180719943991292 is a stable node.\n",
      "\t#2 s1=0.42445578984858406, s2=0.42445562837314044 is a saddle node.\n",
      "\t#3 s1=0.05180717720080611, s2=0.6586942355713471 is a stable node.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "id": "fb48db58",
   "metadata": {},
   "source": [
    "**Biased stimulus**: $\\mu_0=30$ Hz, $c' = 0.14$ (14 % coherence). The phase space changes\n",
    "when a weak motion stimulus is presented. The phase space is no longer symmetrical: the attractor state s1 (correct\n",
    "choice) has a larger basin of attraction than attractor s2. "
   ]
  },
  {
   "cell_type": "code",
   "id": "7a06bd7b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:21.433805Z",
     "start_time": "2025-10-06T03:34:18.017504Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.PhasePlane2D(\n",
    "    model=[int_s1, int_s2],\n",
    "    target_vars={'s1': [0, 1], 's2': [0, 1]},\n",
    "    pars_update={'mu': 30., 'coh': 0.14},\n",
    "    resolutions=0.001,\n",
    ")\n",
    "analyzer.plot_vector_field()\n",
    "analyzer.plot_nullcline(coords=dict(s2='s2-s1'),\n",
    "                        x_style={'fmt': '-'},\n",
    "                        y_style={'fmt': '-'})\n",
    "analyzer.plot_fixed_point()\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am creating the vector field ...\n",
      "I am computing fx-nullcline ...\n",
      "I am evaluating fx-nullcline by optimization ...\n",
      "I am computing fy-nullcline ...\n",
      "I am evaluating fy-nullcline by optimization ...\n",
      "I am searching fixed points ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 1212 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 3 fixed points.\n",
      "\t#1 s1=0.6679776124172941, s2=0.0458302222610069 is a stable node.\n",
      "\t#2 s1=0.3845586078985554, s2=0.4536309035289826 is a saddle node.\n",
      "\t#3 s1=0.05911003280235088, s2=0.6481046659437736 is a stable node.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "id": "e8b0eab9",
   "metadata": {},
   "source": [
    "**Stimulus to one population only**: $\\mu_0=30$ Hz, $c'=1.$ (100 % coherence). When $c'$ is sufficiently large, the\n",
    "saddle steady state annihilates with the less favored attractor, leaving only one choice attractor. "
   ]
  },
  {
   "cell_type": "code",
   "id": "7cc96eac",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:25.424056Z",
     "start_time": "2025-10-06T03:34:21.480126Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.PhasePlane2D(\n",
    "    model=[int_s1, int_s2],\n",
    "    target_vars={'s1': [0, 1], 's2': [0, 1]},\n",
    "    pars_update={'mu': 30., 'coh': 1.},\n",
    "    resolutions=0.001,\n",
    ")\n",
    "analyzer.plot_vector_field()\n",
    "analyzer.plot_nullcline(coords=dict(s2='s2-s1'),\n",
    "                        x_style={'fmt': '-'},\n",
    "                        y_style={'fmt': '-'})\n",
    "analyzer.plot_fixed_point()\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am creating the vector field ...\n",
      "I am computing fx-nullcline ...\n",
      "I am evaluating fx-nullcline by optimization ...\n",
      "I am computing fy-nullcline ...\n",
      "I am evaluating fy-nullcline by optimization ...\n",
      "I am searching fixed points ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 1212 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 1 fixed points.\n",
      "\t#1 s1=0.7092805209334905, s2=0.023963663041994578 is a stable node.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "id": "86c8d4f0",
   "metadata": {},
   "source": [
    "## Bifurcation analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b34282a5",
   "metadata": {},
   "source": [
    "To see how the phase portrait of the system changed when we chang the stimulus current, we will generate a bifurcation diagram for the reduced model. On the bifurcation diagram the fixed points of the model are shown as a function of a changing parameter.\n",
    "\n",
    "In the next, we generate bifurcation diagrams with the different parameters. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b543dd8",
   "metadata": {},
   "source": [
    "**Fix the coherence $c'=0$, vary the stimulus strength $\\mu_0$**. See Figure 10 in (Wong & Wang, 2006) [1]. "
   ]
  },
  {
   "cell_type": "code",
   "id": "c3205443",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:22.701260Z",
     "start_time": "2025-10-06T03:34:25.451566Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.Bifurcation2D(\n",
    "  model=[int_s1, int_s2],\n",
    "  target_vars={'s1': [0., 1.], 's2': [0., 1.]},\n",
    "  target_pars={'mu': [-30., 90.]},\n",
    "  pars_update={'coh': 0.},\n",
    "  resolutions={'mu': 0.2},\n",
    ")\n",
    "analyzer.plot_bifurcation(num_rank=50)\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n",
      "I am filtering out fixed point candidates with auxiliary function ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 30000 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 1744 fixed points.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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3DyNHjsSCBQuQmpqK8PBwrF27Fq+//rrd/TDUwHz11VcmgQgAAgIC6rytn5+fyfeSJEGv19vdF0f2zZFYc0NERB7nwfgH6xy5GRo/1CmPK0kSevfujQULFuDHH3+Ev7+/sebE398fVVVVJu337t2L1q1bY86cOUhMTER8fDxyc3Nr3W9eXh7On/9jtOn777+HRqNBu3btarXt2LEjAgICkJeXh7i4OJOvmJgYu3+2Dh064PDhw9DpdMbLvvvuO2M/wsPD0axZM2RmZhqvr6ysxIEDB5zeN7k4ckNERB6ndVhrLOi1APP2zoMECQLC+O+CXgvQKqyVwx8zMzMT6enpuOeeexAZGYnMzExcuHABHTp0AHBzNdK2bduQnZ2NJk2aIDw8HPHx8cjLy8PatWtxxx134KuvvqpVgAsAgYGBGDVqFJYsWQKtVotnn30Ww4cPrzUlBdwsUJ4+fTqee+456PV69OnTB6Wlpfjuu+8QFhaGUaNG2fXzjRw5EvPmzcOoUaMwf/58XLhwAZMmTcLjjz+OqKgoAMDkyZOxcOFCxMfHo3379njjjTdw+fJlp/dNLoYbIiLySEPihqBbZDd8fvJz4z43Q+OHOiXYAEBYWBh27dqFpUuXQqvVonXr1nj99ddx7733AgDGjRuHjIwMJCYmoqysDDt27MD999+P5557DhMnTsSNGzcwePBgvPjii5g/f77JfcfFxWHo0KEYNGgQLl68iD//+c949913Lfbl5ZdfRtOmTZGWloYzZ86gYcOG6NatG1544QW7f77g4GBs27YNkydPxh133IHg4GA89NBDeOONN4xtpk2bhoKCAowaNQoajQZPPvkkHnzwQZNl687om1ySEML8uJ5KabVahIeHo7S0tFZBFxEROd/169eRk5OD2NhYBAYGKt0dciN1/W7I+fvNmhsiIiJSFYYbIiIiUhWGGyIiIlIVhhsiIiJSFYYbIiJShJetZyEbOOp3guGGiIhcyrBL7tWrVxXuCbmb8vJyADd3g64P7nNDREQu5ePjg4YNGxrPNAoODoYkmT9KgbyHXq/HhQsXEBwcDF/f+sUThhsiInI5w867hoBDBAAajQatWrWqd9hluCEiIpeTJAnNmjVDZGQkKioqlO4OuQl/f39oNPWvmGG4ISIixfj4+NS7voKoJhYUExERkaow3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqMNwQERGRqjDcEBERkaow3BAREZGqKB5uli1bhjZt2iAwMBBJSUnYv39/ne2XLl2Kdu3aISgoCDExMXjuuedw/fp1F/WWiIiI3J2i4WbdunWYOnUq5s2bh4MHDyIhIQGpqakoLi42237NmjWYNWsW5s2bh+PHj+PDDz/EunXr8MILL7i450REROSuJCGEUOrBk5KScMcdd+Cdd94BAOj1esTExGDSpEmYNWtWrfYTJ07E8ePHkZ6ebrxs2rRpyMzMxJ49e8w+xo0bN3Djxg3j91qtFjExMSgtLUVYWJiDfyIiIiJyBq1Wi/DwcJv+fis2clNeXo4DBw4gJSXlj85oNEhJScG+ffvM3qZXr144cOCAcerqzJkz+PrrrzFo0CCLj5OWlobw8HDjV0xMjGN/ECIiInIrvko9cElJCaqqqhAVFWVyeVRUFE6cOGH2Nn/5y19QUlKCPn36QAiByspKPPXUU3VOS82ePRtTp041fm8YuSEiIiJ1UrygWI6MjAy8+uqrePfdd3Hw4EF8/vnn+Oqrr/Dyyy9bvE1AQADCwsJMvoiIiEi9FBu5iYiIgI+PD4qKikwuLyoqQnR0tNnbvPjii3j88cfx17/+FQDQqVMn6HQ6jB8/HnPmzIFG41FZjYiIiJxAsTTg7++P7t27mxQH6/V6pKenIzk52extrl69WivA+Pj4AAAUrIsmIiIiN6LYyA0ATJ06FaNGjUJiYiJ69OiBpUuXQqfTYcyYMQCAJ554Ai1atEBaWhoA4L777sMbb7yBrl27IikpCadOncKLL76I++67zxhyiIiIyLspGm5GjBiBCxcuYO7cuSgsLESXLl2wdetWY5FxXl6eyUjN3//+d0iShL///e84d+4cmjZtivvuuw+vvPKKUj8CERERuRlF97lRgpx18kREROQePGKfGyIiIiJnYLghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlXxVboDRERE1eVqc7Hq6CpkFmTi4vWLKK8qh17ooZE00Gg00Ov10As9JEiABAghal1nS1shBHw1vogJjcHUxKno1byX0j86OYgkhBBKd8KVtFotwsPDUVpairCwMKW7Q0SkarnaXLx98G3sPb8X1yqvQYJUZ+gQEKgUlYr09cG4B/FS75cUeWyyTs7fb47cEBGRLLYGlipRBQEzn5+ranz/e5MqUfMK1xEC2HRqEwbFDkLP5j0V6wc5BsMNEREBAPae34s3st5A3pU8VFZVOiSweApJuhlwlvzwFjY8wHDj6RhuiIhUzlDDsufcHvx2/Tfo9bVrUvTQ1w4tHh5Y7JFXWqB0F8gBGG6IiDxY9eLbyzcuo1JUorKq0lhUa6mGpUpU1Q4vhIryUKW7QA7AcENE5Mbqqm+pFJXmp4h+p2QNi6cxLK1pcPU+ZTtCDsFwQ0SkIHNTRrLrW7yZcNxsWcXlRPRtleygeyMlMdwQETlRXfUulVWVqLKUVLygvsVWEiRooIFG0gBCQoWoghB647U3nywJQvhAkqosfG+urR5C+ECUN8H14kEQV+Mx/rG2Lv/5yPEYboiI6snS6Iv+9//V5M31Lhpo4OfjZ9Pmeq1CW+Ev8U9j//Em+O7Ubzh/+Roq9c5LfYuHdUabiBCn3T+5DsMNEZENLNW+1Dn64iXqCiw+Gh80CWqCPi36YPRto9EqrJVN95lTosOsjYfx3N5LAK46tf89Yxtj4UMMNmrCcENE9DvZAUblmcYPfoAEhwUWa3JKdHj92xP477FiXK+sPeLlaAw16sVwQ0Rep/pmdRWVFV5ZvOsn+dU6i8nf1x+NAxujZ7OeDg0tddl98gJe/fo4TheXobzK+YVGTUL8kXpbNMbf2ZahRsUYbohIlSwdvmh2szqVFe9qoLk56mSmhmVa4jTFjxfIKdFhxa7T+M+h89CVOz89MtC4h5o7YBvCdFKzJIy+bTRah7V22GMx3BCRRzM3laTk4YvOVrO+RakRF7kMgWbbz0W4qCt3+uMF+WmQ0iEK0+5px0DjQnI+VFRUVEBXoUP+lXxs/GUjXur9EobEDXFIPxhuiMgjmNuJt7yyXHXFvBIk+MDH6fUtrpJTosOUtQdx+KzW6Y/VMMgPgzo14wiNC5hbISggzK4OtIWAwNzv5qJbZDeH/I4z3BCRWzH3pglANSFGggRfyddY7yIgEOQbhD4t+mBi14keF17MceUoDQONc5k7TNWZKwQ/P/k5pnSfUu/7YbghIsXUfONUy3RS9dEXAKoLL+a4MtCwhsaxZNWnOfEzhoDA+bLzDrkvhhsicomatTEWVyd5iOq1L2ocfbGVYT+azJxLTn0cBhrHqPk6FEK4zaioBAnNGzR3yH0x3BCRQ6mpNoYBxrLdJy9gxoYjKCi97rTHYFGw/WRtd+BGhsYPdcj9MNwQUb1UfxP15BAjQfL44l1nc8USbtbQyGOuRs0TtzuQIOGl3i857DXHcENENvPkqaXqhy96wtJpd/PKV8ewcneO0+6fuwVbV3M0xtLZZZ4iQBOAyJBIp7wOGW6IyKyaRYbXK697xKiMYSrJ3Tau80SGkZrNP57DtQrH/hH100ho3jAIveMiOEpTg82jMR5AqQ8VDDdEVKtO5nrVdVToK5TullWGN03WwjiWM4uEm4cHYtGwzugT39Th9+2JPPVDRE2GFYKSRoKfxk/xDxUMN0ReyjDEfab0jNsHGT/JD74+vvDV+KJhQENOJzmJM0MNp51qT+sallt7EsNhqu5eYM9wQ+Qlqs/XX6+87pZD3H7wg6SROJ3kYs4KNd68fLvm1FKlvtItX3OWGDab9NT6NIYbIhXyhMJfDTQI8gvyyDdOtXBGqPHGQOPJU0saaBDgG6C6UVGGGyIVqP4p8cK1C6gS7vXGytoY9/PujlNYtC3bYffXpWU4lj7S1SsCjSduf+Bt2x0w3BB5KMPozM6zO3G9ynkbqcnlL/kjwC9AVZ8C1cSRB1kG+/lgSNcWqh6l8YRR0Oo8fTrJURhuiDxE9TdZXYXOLQoRObXkWRy5V834vrF4YXBHh9yXu/C06SWOiFrGcEPkxtxpRZMECT6SD99IPVBOiQ5PfPg98i/Vf4RPTaueqoeZoqtFKNc798BPe3E0Rj6GGyI3Un10pqyiTNHhbx/JBwE+AVy15OEcMVqjhiMRPGUvJ36IcAyGGyKFucvojDO3QifXc9RozcyB7TChX5yDeuVa7vLaskTCzW0P3GHTO7VhuCFyseqfIAt0BagUlYr0g2FGveq7EspTR2rceS8nCTd37vWGlUrugOGGyAUMgSY9Lx2Xbjh+91drWPjrPWZsOIz1WWftvr0njdS4c5jRQIMQvxBOLSlE8XCzbNkyLF68GIWFhUhISMDbb7+NHj16WGx/+fJlzJkzB59//jkuXryI1q1bY+nSpRg0aJALe01knZKBhm+s3qe+01CeUCjsTjVp1XH7A/ejaLhZt24dpk6diuXLlyMpKQlLly5FamoqsrOzERkZWat9eXk57r77bkRGRmLDhg1o0aIFcnNz0bBhQ9d3nsiCXG0uZu2ahaO/HXXp4wb6BKJ/TH+GGS9Un2momEZB+OfYJLcMNdz+gOwlCSEUi75JSUm444478M477wAA9Ho9YmJiMGnSJMyaNatW++XLl2Px4sU4ceIE/Pz87HpMrVaL8PBwlJaWIiwsrF79JzJQonDRR/JBZHAk5++93D+2HMMHe+xbDeVue9W4W5jhyiX3Iufvt2IjN+Xl5Thw4ABmz55tvEyj0SAlJQX79u0ze5v//Oc/SE5OxjPPPIMvvvgCTZs2xV/+8hfMnDkTPj4+Zm9z48YN3Lhxw/i9Vlv/XTmJgD+mnb7O+RpXK6+65DHD/cNxT5t7GGYIgP3Bxp1Ga9xpRZMGGgT6BnLlkgooFm5KSkpQVVWFqKgok8ujoqJw4sQJs7c5c+YM/ve//2HkyJH4+uuvcerUKTz99NOoqKjAvHnzzN4mLS0NCxYscHj/yXvlanMx/7v5yCrOcvpjcXSGLLE32Cg9WuNOdTPcy0m9FC8olkOv1yMyMhIrVqyAj48PunfvjnPnzmHx4sUWw83s2bMxdepU4/darRYxMTGu6jKpyN7zezHvu3kovFro1Mfh6AxZY0+w6RAdivce667IaI27jM5w+wPvoVi4iYiIgI+PD4qKikwuLyoqQnR0tNnbNGvWDH5+fiZTUB06dEBhYSHKy8vh7+9f6zYBAQEICAhwbOfJa7hq6qlxQGMMaD2Ab7hk1bIdp2QHm7viI7B6bJKTelSbuyzRZpjxXoqFG39/f3Tv3h3p6ekYMmQIgJsjM+np6Zg4caLZ2/Tu3Rtr1qyBXq+HRqMBAPzyyy9o1qyZ2WBDZC9XrHhioCG5ckp0WCxzVZSrpqEMgebU5VOoEsocNskwQwaKTktNnToVo0aNQmJiInr06IGlS5dCp9NhzJgxAIAnnngCLVq0QFpaGgBgwoQJeOeddzB58mRMmjQJJ0+exKuvvopnn31WyR+DVMLZ+9L4SX6IbhDNN16y25S1P9rcNjI0AOv/luy0aSh32GmbNWlkiaLhZsSIEbhw4QLmzp2LwsJCdOnSBVu3bjUWGefl5RlHaAAgJiYG27Ztw3PPPYfOnTujRYsWmDx5MmbOnKnUj0Aq4OwC4ejgaLzc+2UWK1K9/GPLMRw+W2pze2cEG6V32maYIVspus+NErjPDVW3+IfF+OTYJw6/XxYFkyPJLSBePKwzHk50zMIJQ6D5NvdbaMtdu5UGwwxV5xH73BApxfBmveXMFlyvqt+JyTUlRiViQa8FfBMmh5FTQOzIqSildtrmBwNyBIYb8irOGKlhYTA5i9wC4voGG+60TWrBcEOq56yRmk5NOmHhnQv5ZkxOsz4r3+a2Mwe2kx1slCoK5ugMORvDDamao0dqQnxDMKjtIL4pk0vsOFFsU7vxfWMxoV+czffryl22AS7RJtdjuCFVytXm4m/f/g3ndOcccn9c8USullOiw4nCK1bb2bqPjeHYg51ndzq81swcjs6QkhhuSHUcOVrDAmFSyktf/my1zS0RIVaDjauODQFYf0bug+GGVMNRozVBvkH4c9s/8w2aFJNTosOO7AtW291zu/mjalx1bAg3piR3xXBDHs+R9QOjO47GtDumOaBXRPazpZBYAjCixl42rli+7SP5IL5hPE/RJrfGcEMebdPJTZi7d2697oMjNeRu9p4usdpmxu+ro1y1azDrzsiTMNyQx9p7fm+9gw1Hasjd5JTocDi/7mMWkmIbY1A3P4z5ZoxTVzyxKJg8FcMNeZz6TkNxpIbc2fqsfGgkQG/hYBzJrwQVkZ/gz5uOOeXxWRRMasBwQx6lvtNQHKkhd3f20rVal0l+JfBvvAu+oT9D46vDSQcf8cRAQ2rDcEMeoz7TUC0atMCKu1fwjZvcXstGQZAkCRACkl8JAqM3wiek2tlSkmMeJ9AnEP1j+mNi14l8XZDqMNyQR/jgpw/w1sG37LotR2vIkwxPjMHynafh13gHAiK3AQAkBwUagMeGkHdguCG3Z++mfHwTJ0+TU6LD2FX74dvoZrBxVKjhsSHkbRhuyK19cOQDu4INR2vIk+SU6DBl7UEcPquF5FeCkFscE2y4fJu8FcMNua295/firR/lT0VN6TYFYzuNdUKPiBwrp0SHWRsPIzPnj/1p/BrWf2k3jw0hb8dwQ27JnhobTkORp6g+UlOTxs++jfg49UT0B4YbcjsfHPlA9ogNp6HIE5gbqalJX9EIN5dEWdjopgZOPRHVxnBDbiVXmys72HAaitxdXSM1NVVcToR/k50QwnSVVM3vOfVEZBnDDbmV+Xvn29y2aWBTrLp3Fd/cyW3ZMlJTk6iIwPWChxDYbCOEAKqP4AT7hGPwLTwOgcgahhtyG7naXGQV2V5MyWBD7uyVr45h5e4c6w3NqCxNhO5qG/g1zILG7xL0FY1QcTkRVysj8MTAfmgVFuLg3hKpC8MNuQ05ozZTuk1hsCG3lFOiwxMffo/8S9frdT+iIgLlFwaaXCZJwLqsfMwc2L5e902kdgw35BYW/7DY5lEb1tiQu6rPaI0t9ALYd/o3p90/kVpoHHlnp0+fxp/+9CdH3iV5ATkb9a28eyWDDbmdnBId+r6WXu9g0zYiBH/p0QqaOjbwO5x/Gb+W6Or1OERq59CRm7KyMuzcudORd0kqJ2d11JRuU7jcldyKPQXD5jQPD8SiYZ3RJ74pckp0WLM/r872nJoiqpuscPN///d/dV5/7ty5enWGvM+mk5tsapcYlcgRG3Ir7+44hUXbsut1H20jQvDR6DvQJuKPAuHYiBB0iQnHofxSs7cR4NQUkTWyws2UKVPQrFkz+Pv7m72+vLzcIZ0i77H77G6b2i3otcDJPSGyjZw9ayypPlJjTvItETicX2pxG79Dv09NVQ9FRPQHWeGmdevWeO211zB8+HCz1x86dAjdu3d3SMdI/XK1ufjl8i9W23FlFLmL+hYMxzQKwj/HJlkNJcMTY/Bexuk62yz48md8PKaH3X0hUjNZBcXdu3fHgQMHLF4vSRKEsG3LcCJbpqTahLbhdBQpzhEFw+P7xmL3zD/ZNNpimJqqy47sCywsJrJA1sjNSy+9hKtXr1q8vmPHjsjJcd4ySFKX/YX7rbYZ0HqAC3pCZJmrRmtqSr4lwmLdjcGKXWfw6tBOdveNSK1kjdx07NgRiYmJuHbtmknIyc3NxdKlS7Fjxw60bt3a4Z0k9cnV5uKnkp/qbCNBwtD4oS7qEVFtT3yY6bLRmpqGJ8ZYbbP15wJ7ukWkenbtc/PAAw/gk09u7kty+fJlJCUl4fXXX8cDDzyA9957z6EdJHXadHITJNSxmQeAyd0ms9aGFJFTosPANzOw62SJXbfv0jIcGdP74YXBHe3uQ2xECCJDA+psc1FXgfcyTtn9GERqZVe4OXjwIPr27QsA2LBhA6KiopCbm4tPPvnE6nJxIuDmlJSwuBYEuLXhray1IUW88tUx9F+SgRNF9tWzzBzYDpsn9nHISqaUDlFW27y2NZu1N0Q12BVurl69itDQUADAt99+i6FDh0Kj0aBnz57Izc11aAdJfaxNSUmQ0LdlXxf2iOim+kxD9YxtjIzp/TChX5zD+jPuzrY2tZu58bDDHpNIDewKN3Fxcdi8eTPy8/Oxbds23HPPPQCA4uJihIWFObSDpD6bTm6CxsqvHmttyJXqMw0V0ygIGdP7Ye3fkh2+70xsRAj6tzO/F051mTmXOD1FVI1d4Wbu3LmYPn062rRpg6SkJCQnJwO4OYrTtWtXh3aQ1Od82XnUVW5ze5PbWWtDLvPujlN2T0PVp2DYVnPvu82mdpyeIvqDXeFm2LBhyMvLQ1ZWFrZu3Wq8fMCAAXjzzTcd1jlSp+YNmlssJtZAgx7NuDEZucY/thyz6wgFw2hNfQqGbRUbEYIZqe1sajtr4xEn94bIM9h9Knh0dDS6du0KjeaPu+jRowfat+dhblS3B+MftFxMLHFKilzjH1uO4YM98utrRiS2dPpoTU1P949Dz9jGVtt9n3ORozdEqEe4IbJX67DWWNBrATSSBj6Sj8m/C3ot4JQUOZ29wWbmwHZ4bViCE3pkXdpDnW1qx+JiIpk7FBM5ypC4IegW2Q2fn/wc58vOo3mD5hgaP5TBhpzOnmBj7y7DjhQbEYKk2MbIzLlYZztDcbEjV20ReRpJeNlhUFqtFuHh4SgtLeXKLiIvY0+wGZHYUrHRmppySnTovyTDprYZ0/vx1HBSFTl/vzktRURewZ5go+Q0lDlyiosnr/3Ryb0hcl+cliLF5JTosD4rH2cvXUPLRkEYnhiDWH7SJCeYseEw1medlXWbf43tgT7x1veYcbWn+8dh1y8X8L2V6anDZ0vxylfHMMcFK7qI3A3DDSlifVY+Zm08AkmSIISAJEl4f+dpvPZQZzxsw4GBRLZ64sNM2ZvzLR7W2S2DjUHaQ51tmp4y7LbMgEPehtNS5HI5JTrM2ngEegFU6YXJvzM3HuFSVnKY5z87LCvYRIYGIGN6P7cP2IbiYlus3J3D3YvJ6zDckMutz8qHJFneonhdVr4Le0Nq9Y8tx/DZAXlTUeudcISCsyy0cWk4wN2Lyfsw3JDLnb10DZYW6ekFsO/0by7uEamNPcXDi4d19phgA8grLgZYYEzeheGGXK5lo6A6rz+cf5mfMsluy3ackhVsurQM94ipKHOe7h+HcX1jbWprKDAm8gYMN+RywxNjoLeyuxKnpsgeOSU6LJZxVtSIxJbYPLGPR43Y1DRncEebA87K3TmYsYE7GJP6MdyQy8VGhKBLTLjF6wU4NUX2mSJj6uWu+Ai32sOmPuYM7oiElpZfU9WtzzqLUR9mOrlHRMpiuCFFJN8SYeFc8JsOcWqKZPrHlmM4fLbUprYjElti9dgkJ/fItZY+0tXmtjtPlmAmR3BIxRhuSBHDE2MsnQtutODLn13SF/J8cgqIx/eNVc2ITXVyC4zXZZ1lDQ6pFsMNKcLa1BQA7Mi+wNEbskpOAXGXluF4QcUb2skpMAa4Bw6pF8MNKSb5lgirbVhYTHWRW0AsZ+rGU8kpMAa4Bw6pE8MNKWa4DUtvswuvuKAn5KnkFBDPHNjOo1dFyTFncEcMT2xpc/vh7+9DDgMOqQjDDSkmNiIErRrXvefN8QLbCkTJ+8gpIB7fNxYT+sU5uUfuZdGwBNwVb310FACKr9xA/yUZeHcHp6hIHRhuSFFxkaF1Xl9QeoM1AVSLnDqb8X1jVV1nU5fVY5MwQsYIzqJt2Xy9kSow3JCi2kXXHW4A1gSQKTl1NmovILbFa8MSbN4DB+DrjdTBLcLNsmXL0KZNGwQGBiIpKQn79++36XZr166FJEkYMmSIcztITmNL3Q0AzNzIPTnoJjl1Nt5QQGwLuc8Da3DI0ykebtatW4epU6di3rx5OHjwIBISEpCamori4uI6b/frr79i+vTp6Nu3r4t6Ss4QGxGC/u2aWm2XmXOJw+WEZTtO2Vxn400FxNbI3QOHNTjk6RQPN2+88QbGjRuHMWPGoGPHjli+fDmCg4Px0UcfWbxNVVUVRo4ciQULFqBt27Yu7C05w9z7brOp3SIOl3s1OdNR3lhAbI3cPXAA1uCQ51I03JSXl+PAgQNISUkxXqbRaJCSkoJ9+/ZZvN1LL72EyMhIjB071upj3LhxA1qt1uSL3IutnyoFuO+NN5u18YhN7VhnY9mcwR0xc6DtIzgAa3DIMykabkpKSlBVVYWoqCiTy6OiolBYWGj2Nnv27MGHH36IlStX2vQYaWlpCA8PN37FxNhW40Gu9XT/OPSMbWy13bdHzf9ekLot23EKmTkXbWrLOpu6TegXh3+N7SHrNqzBIU+j+LSUHFeuXMHjjz+OlStXIiLCtv0bZs+ejdLSUuNXfj4/+burtIc6W21zukTH83C8jJzpKNbZ2KZPfFPW4JCq+Sr54BEREfDx8UFRUZHJ5UVFRYiOjq7V/vTp0/j1119x3333GS/T6/UAAF9fX2RnZ+OWW24xuU1AQAACAgKc0HtytNiIELSPDsUJK7sSr9ydg8Yh/qyp8BIrd52xqR3rbOR5un8cLl0tx8rdtu0XBNyswZEk8Hkmt6foyI2/vz+6d++O9PR042V6vR7p6elITk6u1b59+/b46aefcOjQIePX/fffj/79++PQoUOcclKB/u0jbWrHOgDvse1n61ORSbGNWWdjB3trcPacvOCkHhE5huLTUlOnTsXKlSuxevVqHD9+HBMmTIBOp8OYMWMAAE888QRmz54NAAgMDMTtt99u8tWwYUOEhobi9ttvh7+/v5I/CjmArfveAMAKGz/Rk+f6x5Zj+E1XbrXdazZMaZJ59tTgPPbhfk5RkVtTPNyMGDECS5Yswdy5c9GlSxccOnQIW7duNRYZ5+XloaCgQOFekqvI2Y9j68/8vVAzW49Y6BnbmHU29SS3BgfgMnFyb5IQQijdCVfSarUIDw9HaWkpwsLClO4OWfDKV8dsqgUY1zcWczgdoTo5JTr0X5JhU9uM6f0YbhzE1tdddf8a2wN94q1vxElUX3L+fis+ckNkzpzBHW06D2fl7hyunlKhl7782aZ2/ds1ZbBxIHtqcDhFRe6I4Ybclq37lazcncPhcRXJKdFhR7ZtBavzbNzdmmxnTw3Oom3Z/JBBboXhhtyWredOAVw9pSa2Lv3mnjbOY08NDkdRyZ0w3JBbs/XcKQCYLOO0aHJf/z1eZLUN97Rxvqf7x8meomLAIXfBcENuTc7qqcNnS/nG6uFySnQovnKjzjaNQ/y5p42L2DNFxYBD7oDhhtyenNOM+cbq2Ww5HHPgbbV3LyfnsXeKasaGw07qEZF1DDfkEWxdPQWwwNhT2Xo45vg727qgN1SdPVNU67POYtSHmU7qEVHdGG7IY8g57ZkFxp7F1sMxufRbORP6xSFjej9Ehtp+Vt/OkyW4d+kunihOLsdwQx5DTv0NwAJjT7I+K9+mdlz6raw2ESFY97fa5/7V5XjhFfRfkoHPbPz/mMgRGG7Io8ipv2GBsefItnISPMBRG3cRGxGCxcPkn+X1/IYjHE0ll2G4IY8zZ3BHFhirzKli6+GGozbu4+HEGGRM72dzHZzB8Pf3cYqKXILhhjwSC4zVI6dEh7yL1+ps0yE6lKM2bqZNRAi+mNgHwxNb2nyb4is30H9JBo9rIKdjuCGPJbfAeM9J27b0J9ey5Rypfu0jXdATsseiYQm4Kz5C3m14ojg5GcMNeSy5BcY84M/92HqO1IjEGBf0huy1emwSRsgYwQH4gYOci+GGPJqcAmOAnxjdjS2b9rGQ2DO8NixB1msR4AcOch6GG/J4cgqMAe6B4y5s3bSPhcSeQ+5rEeCJ4uQcDDekCnIKjAHugaM0btqnXvYEHK5qJEdjuCHVkFNgzD1wlMVN+9RtzuCOPFGcFMVwQ6oht8CYb6bK4aZ96scTxUlJDDekKnIP+OObqTK4aZ93sPdEcb4mqb4Ybkh15H5i5Jupa3HTPu9iz4nifE1SfTHckCrJ/cTIN1PX4aZ93seeE8X5mqT6YLgh1ZK7Bw7fTJ2Pm/Z5L3tOFF+5OwczNhx2Uo9IzRhuSNXkLkvlOVTOZcuoDQuJ1cueE8XXZ53FqA8zndQjUiuGG1I9uXvgcJM/57B11IaFxOpmOFFczhTVzpMlmMkRHJKB4Ya8gpw9cABg+Pv7kMOA41ActSEDe6ao1mWd5bQx2YzhhryC3OHw4is30H9JBj6zcbM5qhtHbagme6aoWINDtmK4Ia9hGA6XM0X1/IYjnKJyAFt2JOaojfex5zXJGhyyBcMNeZU2ESH4YmIfnkPlYjtOFFttw1Eb72R4TQ5PbGnzbViDQ9Yw3JBX4jlUrpNTosMJK8cttGocxFEbL7doWALuio+wuT1rcKguDDfklew5h4pz/faxpZA4LjLUBT0hd7d6bBJGyBjB4d5UZAnDDXktuZv8ca5fPlsLidtFM9zQTa8NS+Dmm1RvDDfk1eRu8se5fnlsGbWRwB2JydScwR1l1eAw4FBNDDfk9eQGHM7128bWUZsZA9ux3oZqkVuDw4BD1THcEMG+Yxr4Rlq3lbvOWG2TFNsYE/rFuaA35InsqcHh8SkEMNwQGTHgONZ/jxdZbfPaQ/I2cSPvI7cGh8enEMBwQ2SCc/2OkVOiQ/GVG3W2iQwN4HQU2UTu+XDcm4oYbohq4Fx//c3aeMRqm5QOUS7oCakF96YiORhuiMzgfhv2+8eWY8jMuWi13fg727qgN6QWcs+i4mvSuzHcEFlgz34b3l7MuGzHKXywJ8dqO54jRfYwnEUVGRpgU3u+Jr0Xww1RHeTO9XtzMWNOiQ6Lt2Xb1JbnSJG92kSEYN3fkm1u782vSW/GcENkhZy5fsB7ixltOfkb4KgN1Z/c41O89TXpzRhuiKyQO9d/+GypV55DZcvJ3wBHbcgx5ByfwgJj78NwQ2QDw1y/rVNU3nYOlS0nfwPATO5GTA4kZ28qFhh7F4YbIhu1iQjBFxP72BxwvOkcKluWft8SEcLdiMnh5NTFscDYezDcEMkkpwbHG86hsnXp9z23R7ugN+SN5LwmWWDsHRhuiGSSW8yo5uFwW5d+8+RvciYWGFNNDDdEdpBTzAioczhcztJvnvxNzia3wFhtr0cyxXBDZCe551CpbTh8io2ffnnyN7mKnAJjtb0eyRTDDVE9yD2HSi3D4f/YcgyHz5ba1JYnf5MrySkwXvDlz07uDSmF4YaonuScQ6WG/Tb+seWYTXU2AJd+kzJsLTDekX2BozcqxXBD5AByzqHy5AJjWwuIAaBLy3BOR5Ei5BQYr9h1xsm9ISUw3BA5iNr325BTQAzIP7aCyJFsLTDe+nOBC3pDrsZwQ+RAat5vw9YCYoDTUeQe5gzuiCYh/nW2uair8LgPGmQdww2RA6l1vw05BcTj+8ZyOorcRupt1jeP9LQPGmQdww2Rg6ntQD85dTbj+8bihcEdndwjItuNu7OtTe24ckpdGG6InEDugX7uOiwup86mS8twBhtyO7ERIejfrqnVdlw5pS4MN0ROIqfA2F2HxeXU2bCAmNzV3Ptus6kdR2/Ug+GGyInk/MF3p/qbnBIdHnhnt811NiwgJndmay0cR2/Ug+GGyInkFBi7S/3N+qx89F+SgcNntTa1ZwExeYKn+8ehZ2zjOttIANZl5bumQ+RUbhFuli1bhjZt2iAwMBBJSUnYv3+/xbYrV65E37590ahRIzRq1AgpKSl1tidSmpwCY6Xrb3JKdJix4YjN7VlnQ54kzcpRIJIEnL10zUW9IWdSPNysW7cOU6dOxbx583Dw4EEkJCQgNTUVxcXFZttnZGTg0UcfxY4dO7Bv3z7ExMTgnnvuwblz51zccyLbeUL9TU6JDiPe3yvrNqyzIU9irbhYAGjZKMh1HSKnUTzcvPHGGxg3bhzGjBmDjh07Yvny5QgODsZHH31ktv2nn36Kp59+Gl26dEH79u3xwQcfQK/XIz093cU9J5JHThBwdWHjuztOof+SDBRfKbf5NqyzIU/0ZB/Lo6hCAL1vaeLC3pCzKBpuysvLceDAAaSkpBgv02g0SElJwb59+2y6j6tXr6KiogKNG5ufS71x4wa0Wq3JF5ES5NTfuLKw8R9bjmGRjGMVANbZkOfae/o3aCTz12kk4LvTv7m2Q+QUioabkpISVFVVISoqyuTyqKgoFBYW2nQfM2fORPPmzU0CUnVpaWkIDw83fsXExNS730T2klN/M2uj7bUv9pJzwrcBN+ojT2atpoY1N+qg+LRUfSxcuBBr167Fpk2bEBgYaLbN7NmzUVpaavzKz2clPCnL1g3+vs+56NTRmxkbDjPYkNdp2SgIkmR+6EaSJNbcqISi4SYiIgI+Pj4oKioyubyoqAjR0XWfB7JkyRIsXLgQ3377LTp3tlwBHxAQgLCwMJMvIqXZcqAfAMzceNjhj51TokPf19KxPuusrNsx2JAaDE+MgRDC7HVCCIxI5Oi+Gigabvz9/dG9e3eTYmBDcXBycrLF2y1atAgvv/wytm7disTERFd0lcjhbDnQLzPnkkOXhhsKh/MvXZd1OwYbUovYiBC89lBn+PiXIDByK4Ja/BuBkVvh41+C1x7qzCJ5lfBVugNTp07FqFGjkJiYiB49emDp0qXQ6XQYM2YMAOCJJ55AixYtkJaWBgB47bXXMHfuXKxZswZt2rQx1uY0aNAADRo0UOznIJJr3J1tsWZ/ntV2r23Nxr23N6v3m+6MDYdlj9YAN1dFsXiY1MQ3PAsht7wBABAQkCDBv8ku+DUMB8CRGzVQvOZmxIgRWLJkCebOnYsuXbrg0KFD2Lp1q7HIOC8vDwUFBcb27733HsrLyzFs2DA0a9bM+LVkyRKlfgQiu8hZPVWfpeH2TkMBwL/G9mCwIVXJ1eZi/r75ENBDQI+b8ebmf8/bOw95WusfOMj9ScLS5KNKabVahIeHo7S0lPU35BYeeX8fvs+5aLVdxvR+skZvckp0mLXxMDJzLtnVr8XDOuNh1h+Qyiw9sBSrfl6FKlFV6zofyQejbxuNKd2nuL5jZJWcv9+Kj9wQeTtrW8IbyDnzxlBbY0+w6RAdiozp/RhsSJXOl52HXujNXqcXepwvO+/iHpEzMNwQKczW6answitW2xhO85a7KZ/BXfER+GbKnSyqJNUK8Q+BgIXVUhBo4M/aTTVguCFyA0/3j0PzcPN7NRmcKq473BhGa2w9zbum8X1jsXpskl23JfIUJ347UXcDryrUUC/FV0sR0U3tm4XhfKnlJdp5F6/h1xJdrVGVnBIdpqw9aHeo6RAdivce687RGlK9D458gKO/HbV4vQQJZRVlLuwROQtHbojcRLvo0Dqvl2Bad2OYgqrPaA2nochb5Gpz8daPb1lt17xBcxf0hpyNIzdEbmJ4YgzeyzhdZ5uzl67VexWUATfmI28yf+98q20EBIbGD3V+Z8jpGG6I3ERsRAj6t2uKHdkXzF4vAGScKMKXh+u3mqNLy3AsfaQrR2vIa3xw5ANkFWVZbde3RV+0Cmvlgh6Rs3FaisiNzL3vNpg/0u+mKzdq780hx8yB7bB5Yh8GG/Iae8/vtWk6CgBm9Zjl5N6Qq3DkhsiNxEaEoN/vozeSXwn8GmZB43cJ+opGqLicCFERYdf9crSGvNEHP32Atw7aFmymdJvCURsVYbghcjPl/icQErcCkm9ptUsl+DfZiesFD6GyVN5hsTwbirzRB0c+sHnEJjEqEWM7jXVyj8iVGG6I3ECuNherjq7C1zlf42rlVUi+gGQyPyUgBBDYbCN0V9vYNILTM7YxFvKUY/JCcqaiAGBBrwVO7A0pgeGGSEG52lzM2jWr1t4bkpnCG0kChAD8Gmah/MJAi/fZNiIEH42+g6GGvE6uNhfzv5uPrGLrxcMGd0TdwekoFWK4IXIxwyhNel46Lt2Qu5xbQONn/jbNwwOxaFhn9IlvWv9OEnkYOfU11c3vNd/xnSHFMdwQuYg9nyrN0Vc0MvmeIzXkzXK1uZi1cxaOXrS887AlLCJWL4YbIiezNPUkl/j9zJuKyzcLijlSQ95u8Q+L8cmxT+y67ZRuU1hErGIMN0ROsPf8XryR9QbOlJ5Bhb6i3vdnCDY3igci3LcZNk/uzZEa8lq52lz87du/4ZzunF23X3n3SvRs3tPBvSJ3wnBD5ACGOprMgkwU6ApQKSodcr+i2gnFN4oHouJiP/RNaMpgQ16rPqM1wM0RGwYb9WO4IaoHR9XRVFc90ABA1bWWuH7+EYiKCGgkoGWjIIc9FpEnMHx42HJmC65XXbf7fjgV5T0YbohkMrzRfpv7LbTl9p3GbYkh2Ai9Pyq1XVD+250me9oIAYxIjHHoYxK5K0fVq3Vq0gkL71zI4mEvwnBDZIUhzOw5twcXrl1Alajf+U51ERXhuFYwDPqr8WavT4hpyCkpUrX6bZVQG0drvBPDDZEZudpcvH3wbew8u7New+C2SoxKxJljg5BbHFxnu+Rbmji9L0RKcPQUb2JUIhb0WsDRGi/FcEP0O0evcLImxDcEg9oOwujbRuOTXWXYUZxj9TackiI1ccaHiBYNWmDF3SsYarwcww15LcMb697ze1FWUQYBYf1GDhAdHI2Xe79sXLHxjy3H8MEe68GmQ3Qop6RIFfae34t5381D4dVCh97v6I6jMe2OaQ69T/JMDDfkNaqHGV2FDnroXfbY4f7huKfNPRh922iTT5TLdpyyKdgAQL/2kc7qHpFTOWurBAOO1lBNDDekWkqGGQBoHNAYA1oPqBVoDHafvIDF27Jtui8JnJIiz+LowmBLOFpD5jDckCpU/2R48fpFXK+8jio4b1WTJdXraCx9iswp0WHWxsPIzLH9DX/GwHackiK3Vv01WHS1COX6cqc9li2vM/JuDDfkkVz5RmqNv8YfbcPbYlriNKs7n67PyseMDUdk3f/4vrGY0C+uPl0kcgpXjc4Y1KxXI7KE4YbcXvUgc/nGZVyvuu6S1UyWaKBBiF8I+rTog4ldJ9r8yXH3yQt2BZsXBne0p5tEDqXk65DLukkuhhtyO0rXypgT6BOI/jH9ZYWZ6l756hhW7ratcNigS8twBhtSlKu3R6jOWs0aUV0YbkgxNetkyqvKUSkqXbYk2xpLK5zkyCnR4YkPv0f+Jfl7eCx9pKtdj0lkj+ofKq5VXkOVqHL5a7G+HyKIDBhuyCVqvnHqhd4tRmSq85F8EBkciT4t+tT706JhCqqg1L6NyWaygJicqPqRIr9d/w2VemU/VPDsJ3I0hhtyKHcfjanOkWHGIKdEh7Gr9uNMyVW772PmwHYsICaHcZeVhDVx2omcieGG7OYJozHVOSPMGNR3pAa4WWOz9JGuHLEhu9V8TQoh3CLIAICf5IfoBtHo2awnAw05HcMN1anmColKUYnKqkq3HY0xkCDBR/JBkG+Q7FVNtsop0WHFrtP4z6Hz0JXX7w8IV0WRHIZC37wreaiorAAkKFIjY42cbRKIHInhhgDUnoPX62+OwLjLpz5rNNAg0DcQrUJbOf2N1J5N+OrCaSgyx9wUr2F0tFaIcZNMw9EZchcMN17EXIDRSBoICIef9eJsPpIPAnwCXBJmgJuB5vVvT+C/x4pxvdIxU28xjYLwz7FJnIbyYpYCjIBw6yleA1e/DolsxXCjIpbeKCVI0MN8PUyVcP+RGQ00CPILQuPAxi79RLj75AW8+vVxnC4uQ3mVYz8acxrKe6jpQ0WAJgCRIZEcmSG3x3DjQSyFF099o6xJggQNNPDR+KBJUBOnFP7WxVBD892p33D+8jVU6h0/1t8ztjEWPtSZozUqwg8VRO6H4caNWCre1Yu661884Y2yJgkSfDW+8NP4KTqkbQg0234uwkWd886n4kooz2WueFcIoZoPFcDN16Ofxk+RDxVEzsBw40I1l2lCwPhGCXhO8a4cSo/GmOOqQANwpMbd1XxNSpCg0Wig1+utFu964ocKA3vPRyPyFAw3DlDXdJHhjdLi0mk3WeXgCO4yGlNT9emmwtJrDq+fMYcjNcqqPtpSWVVpElgMr8vKqkrzHyg8N7PUooEGAb4B8NX4omFAQ04vkddguKmDpULA6m+UgJXpIhW9URpooLm5j4wbjcZUp0SYMeBIjfPUFVgkSMZRULOjLdVeh2p8Xbr7a5LI1RhuLNh0chPm7Z1X601SjW+MlvhJfvD18XX7T32GVU25JVdxo7IKLswyAIAmIf5IvS0a4+9sy1Ajg7UpITmBBYCqRkHNMUzxaiQN/H39WehLVAeGGzNytblmg43aSJDgK/lCo9FACAFfja9bTSdZUj3MXKuoUuT/pSA/DVI6RGHaPTzgsq5C+JojnYbAYnE3XS8LLDUZAowECZJGcrspXiJPwXBjxqaTm5TugkNUf6OEdPMyZx5H4AyGzfN2/lKCa+WVqNIr9/euYZAfBnVqpsoRGnsCii2F8GZHOr0ssNTkqR8qiDwJw40Z58vOe8yojdreKA31MhnZF1Csve7yKaaaPGXKyVx9WPUQUjOg2FTs/jsGFHnU8KGCyNMx3JjRvEFzSJDcIuAY3iQ1ksYj6l/kcrcwAzg/0Ng7SmIpoFhc9QOYLltWeVGtq1R/TarlQwWR2jDcmPFg/IP46OhHTn8cw8nVhj9cagwvdXn1211Y9dNn0Phdgt6/EfS+iUBFhMv74aeR0LxhEHrHReDP3X2x/dx6ZBZk4pFt5pf12xtC6jtKwoDifBpo4OfjZ/L/HYt3iTyPJAwT515Cq9UiPDwcpaWlCAsLs9hu86nNmPvdXLtHb6pPFxneKLlM8w+TvnwfO35b9vt3NTdJ00AIDSRJX+06CYZdD02vs/a95dtKkgZ+kg8gCY86rJDk84MfIKFW2BQQnDIi8hC2/v0GOHJj0ZC4IegW2Q2rjq7C7nO7cfH6RVTpq8x+Kve2EZf6+i73OHb8tgySZBpqjDFb0v8eQEyuNf5rep217/+4rQQBSVP9uipUoIr1Ix6qemCpOXLG0RYi78ZwU4dWYa0wt9dcpbuhOm/vX2P2cklycUfIrdScEmJgISJ7MdyQy124XggOl6hbzaJbc4GF07RE5CwMN+RyTQOjUaRTuhdkjS0BhdOyROSOGG7I5Sb1+Av+tmMzhOBUlLNIkOADH5tWcHFVEBGpDcMNuVzv1h0wIGo00otWMeD8ztZREksBhat+iIj+wHBDinjr3mlY8n0wVme/q3RX6lT9sEJH7HPDURIiIufjPjekqDxtntXl9nKDg7235WGFRETuS87fb4YbIiIicnty/n5rXNQnIiIiIpdwi3CzbNkytGnTBoGBgUhKSsL+/fvrbP/ZZ5+hffv2CAwMRKdOnfD111+7qKdERETk7hQPN+vWrcPUqVMxb948HDx4EAkJCUhNTUVxcbHZ9nv37sWjjz6KsWPH4scff8SQIUMwZMgQHD161MU9JyIiInekeM1NUlIS7rjjDrzzzjsAAL1ej5iYGEyaNAmzZs2q1X7EiBHQ6XTYsmWL8bKePXuiS5cuWL58udXHY80NERGR5/GYmpvy8nIcOHAAKSkpxss0Gg1SUlKwb98+s7fZt2+fSXsASE1Ntdj+xo0b0Gq1Jl9ERESkXoqGm5KSElRVVSEqKsrk8qioKBQWFpq9TWFhoaz2aWlpCA8PN37FxMQ4pvNERETklhSvuXG22bNno7S01PiVn5+vdJeIiIjIiRTdoTgiIgI+Pj4oKioyubyoqAjR0dFmbxMdHS2rfUBAAAICAhzTYSIiInJ7io7c+Pv7o3v37khPTzdeptfrkZ6ejuTkZLO3SU5ONmkPANu3b7fYnoiIiLyL4mdLTZ06FaNGjUJiYiJ69OiBpUuXQqfTYcyYMQCAJ554Ai1atEBaWhoAYPLkybjrrrvw+uuvY/DgwVi7di2ysrKwYsUKJX8MIiIichOKh5sRI0bgwoULmDt3LgoLC9GlSxds3brVWDScl5cHjeaPAaZevXphzZo1+Pvf/44XXngB8fHx2Lx5M26//XalfgQiIiJyI4rvc+Nq3OeGiIjI83jMPjdEREREjqb4tJSrGQaquJkfERGR5zD83bZlwsnrws2VK1cAgJv5EREReaArV64gPDy8zjZeV3Oj1+tx/vx5hIaGQpIkpbtTL1qtFjExMcjPz2f9kEx87uzH585+fO7sw+fNfmp67oQQuHLlCpo3b26y0Mgcrxu50Wg0aNmypdLdcKiwsDCP/6VVCp87+/G5sx+fO/vwebOfWp47ayM2BiwoJiIiIlVhuCEiIiJVYbjxYAEBAZg3bx7PzrIDnzv78bmzH587+/B5s5+3PndeV1BMRERE6saRGyIiIlIVhhsiIiJSFYYbIiIiUhWGGyIiIlIVhhsP9Ouvv2Ls2LGIjY1FUFAQbrnlFsybNw/l5eUm7Y4cOYK+ffsiMDAQMTExWLRokUI9dj/Lli1DmzZtEBgYiKSkJOzfv1/pLrmVtLQ03HHHHQgNDUVkZCSGDBmC7OxskzbXr1/HM888gyZNmqBBgwZ46KGHUFRUpFCP3dfChQshSRKmTJlivIzPnWXnzp3DY489hiZNmiAoKAidOnVCVlaW8XohBObOnYtmzZohKCgIKSkpOHnypII9Vl5VVRVefPFFk78JL7/8sskZTF73vAnyON98840YPXq02LZtmzh9+rT44osvRGRkpJg2bZqxTWlpqYiKihIjR44UR48eFf/+979FUFCQeP/99xXsuXtYu3at8Pf3Fx999JH4+eefxbhx40TDhg1FUVGR0l1zG6mpqeLjjz8WR48eFYcOHRKDBg0SrVq1EmVlZcY2Tz31lIiJiRHp6ekiKytL9OzZU/Tq1UvBXruf/fv3izZt2ojOnTuLyZMnGy/nc2fexYsXRevWrcXo0aNFZmamOHPmjNi2bZs4deqUsc3ChQtFeHi42Lx5szh8+LC4//77RWxsrLh27ZqCPVfWK6+8Ipo0aSK2bNkicnJyxGeffSYaNGgg3nrrLWMbb3veGG5UYtGiRSI2Ntb4/bvvvisaNWokbty4Ybxs5syZol27dkp0z6306NFDPPPMM8bvq6qqRPPmzUVaWpqCvXJvxcXFAoDYuXOnEEKIy5cvCz8/P/HZZ58Z2xw/flwAEPv27VOqm27lypUrIj4+Xmzfvl3cddddxnDD586ymTNnij59+li8Xq/Xi+joaLF48WLjZZcvXxYBAQHi3//+tyu66JYGDx4snnzySZPLhg4dKkaOHCmE8M7njdNSKlFaWorGjRsbv9+3bx/uvPNO+Pv7Gy9LTU1FdnY2Ll26pEQX3UJ5eTkOHDiAlJQU42UajQYpKSnYt2+fgj1zb6WlpQBg/B07cOAAKioqTJ7H9u3bo1WrVnwef/fMM89g8ODBJs8RwOeuLv/5z3+QmJiIhx9+GJGRkejatStWrlxpvD4nJweFhYUmz114eDiSkpK8+rnr1asX0tPT8csvvwAADh8+jD179uDee+8F4J3Pm9cdnKlGp06dwttvv40lS5YYLyssLERsbKxJu6ioKON1jRo1cmkf3UVJSQmqqqqMz4VBVFQUTpw4oVCv3Jter8eUKVPQu3dv3H777QBu/g75+/ujYcOGJm2joqJQWFioQC/dy9q1a3Hw4EH88MMPta7jc2fZmTNn8N5772Hq1Kl44YUX8MMPP+DZZ5+Fv78/Ro0aZXx+zL1+vfm5mzVrFrRaLdq3bw8fHx9UVVXhlVdewciRIwHAK583jty4kVmzZkGSpDq/av4BPnfuHAYOHIiHH34Y48aNU6jnpGbPPPMMjh49irVr1yrdFY+Qn5+PyZMn49NPP0VgYKDS3fEoer0e3bp1w6uvvoquXbti/PjxGDduHJYvX65019za+vXr8emnn2LNmjU4ePAgVq9ejSVLlmD16tVKd00xHLlxI9OmTcPo0aPrbNO2bVvjf58/fx79+/dHr169sGLFCpN20dHRtVZfGL6Pjo52TIc9UEREBHx8fMw+N978vFgyceJEbNmyBbt27ULLli2Nl0dHR6O8vByXL182GYHg83hz2qm4uBjdunUzXlZVVYVdu3bhnXfewbZt2/jcWdCsWTN07NjR5LIOHTpg48aNAP547yoqKkKzZs2MbYqKitClSxeX9dPdPP/885g1axYeeeQRAECnTp2Qm5uLtLQ0jBo1yiufN47cuJGmTZuiffv2dX4ZamjOnTuHfv36oXv37vj444+h0Zj+X5mcnIxdu3ahoqLCeNn27dvRrl07r52SAgB/f390794d6enpxsv0ej3S09ORnJysYM/cixACEydOxKZNm/C///2v1hRn9+7d4efnZ/I8ZmdnIy8vz+ufxwEDBuCnn37CoUOHjF+JiYkYOXKk8b/53JnXu3fvWlsO/PLLL2jdujUAIDY2FtHR0SbPnVarRWZmplc/d1evXq31N8DHxwd6vR6Alz5vSlc0k3xnz54VcXFxYsCAAeLs2bOioKDA+GVw+fJlERUVJR5//HFx9OhRsXbtWhEcHMyl4OLmUvCAgACxatUqcezYMTF+/HjRsGFDUVhYqHTX3MaECRNEeHi4yMjIMPn9unr1qrHNU089JVq1aiX+97//iaysLJGcnCySk5MV7LX7qr5aSgg+d5bs379f+Pr6ildeeUWcPHlSfPrppyI4OFj861//MrZZuHChaNiwofjiiy/EkSNHxAMPPKDqJc22GDVqlGjRooVxKfjnn38uIiIixIwZM4xtvO15Y7jxQB9//LEAYParusOHD4s+ffqIgIAA0aJFC7Fw4UKFeux+3n77bdGqVSvh7+8vevToIb7//nulu+RWLP1+ffzxx8Y2165dE08//bRo1KiRCA4OFg8++KBJwKY/1Aw3fO4s+/LLL8Xtt98uAgICRPv27cWKFStMrtfr9eLFF18UUVFRIiAgQAwYMEBkZ2cr1Fv3oNVqxeTJk0WrVq1EYGCgaNu2rZgzZ47JViDe9rxJQlTbwpCIiIjIw7HmhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiDxCv379MGnSJEyZMgWNGjVCVFQUVq5cCZ1OhzFjxiA0NBRxcXH45ptvAACrVq1Cw4YNTe5j8+bNkCRJgd4TkSsx3BCRx1i9ejUiIiKwf/9+TJo0CRMmTMDDDz+MXr164eDBg7jnnnvw+OOP4+rVq0p3lYgUxHBDRB4jISEBf//73xEfH4/Zs2cjMDAQERERGDduHOLj4zF37lz89ttvOHLkiNJdJSIFMdwQkcfo3Lmz8b99fHzQpEkTdOrUyXhZVFQUAKC4uNjlfSMi98FwQ0Qew8/Pz+R7SZJMLjPU0+j1emg0GgghTNpXVFQ4v5NEpDiGGyJSpaZNm+LKlSvQ6XTGyw4dOqRch4jIZRhuiEiVkpKSEBwcjBdeeAGnT5/GmjVrsGrVKqW7RUQuwHBDRKrUuHFj/Otf/8LXX3+NTp064d///jfmz5+vdLeIyAUkUXNSmoiIiMiDceSGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFTl/wGMuWGslYCLXQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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m7969GDVqFBYuXIi0tDSEh4dj7dq1ePXVV+3uh6EG5quvvjIJRAAQEBBQ7239/PxMvpckCXq93u6+OLJvjsSaGyIi8jgPJDxQ78jNsIRhTnlcSZLQu3dvLFy4EAcPHoS/v7+x5sTf3x/V1dUm7bOystCmTRvMnTsXSUlJSEhIQH5+fp37LSgowLlzf4w2ff/999BoNGjfvn2dtp06dUJAQAAKCgoQHx9v8hUTE2P3z9axY0ccPnwYOp3OeNl3331n7Ed4eDhatGiB7Oxs4/VVVVXYv3+/0/smF0duiIjI47QJa4OFvRZiftZ8SJAgIIz/Luy1ELFhsQ5/zOzsbGRkZGDgwIGIjIxEdnY2zp8/j44dOwK4uRpp+/btyM3NRbNmzRAeHo6EhAQUFBRg7dq1uOOOO/DVV1/VKcAFgMDAQIwZMwZLly6FVqvFU089hREjRtSZkgJuFijPmDEDTz/9NPR6Pfr06YPy8nJ89913CAsLw5gxY+z6+UaNGoX58+djzJgxWLBgAc6fP48pU6bg0UcfRVRUFABg6tSpWLRoERISEtChQwe89tpruHTpktP7JhfDDREReaSh8UPRPbI7Pj/xuXGfm2EJw5wSbAAgLCwMu3btwrJly6DVatGmTRu8+uqruPfeewEAEyZMQGZmJpKSknDlyhXs2LED999/P55++mlMnjwZN27cwJAhQ/D8889jwYIFJvcdHx+PYcOGYfDgwbhw4QL+9Kc/4e2337bYlxdffBHNmzdHeno6Tp8+jcaNG6N79+547rnn7P75goODsX37dkydOhV33HEHgoOD8eCDD+K1114ztnnmmWdQVFSEMWPGQKPR4LHHHsMDDzxgsmzdGX2TSxJCmB/XUymtVovw8HCUl5fXKegiIiLnu379OvLy8hAXF4fAwEClu0NupL7fDTl/v1lzQ0RERKrCcENERESqwnBDREREqsJwQ0RERKrCcENERIrwsvUsZANH/U4w3BARkUsZdsm9evWqwj0hd1NRUQHg5m7QDcF9boiIyKV8fHzQuHFj45lGwcHBkCTzRymQ99Dr9Th//jyCg4Ph69uweMJwQ0RELmfYedcQcIgAQKPRIDY2tsFhl+GGiIhcTpIktGjRApGRkaisrFS6O+Qm/P39odE0vGKG4YaIiBTj4+PT4PoKotpYUExERESqwnBDREREqsJwQ0RERKrCcENERESqwnBDREREqsJwQ0RERKrCcENERESqwnBDREREqsJwQ0RERKrCcENERESqwnBDREREqsJwQ0RERKrCcENERESqwnBDREREqsJwQ0RERKrCcENERESqwnBDREREqsJwQ0RERKrCcENERESqwnBDREREqqJ4uFm+fDnatm2LwMBAJCcnY9++ffW2X7ZsGdq3b4+goCDExMTg6aefxvXr113UWyIiInJ3ioabdevWYfr06Zg/fz4OHDiAxMREpKWlobS01Gz7Tz/9FLNnz8b8+fNx7NgxvP/++1i3bh2ee+45F/eciIiI3JUkhBBKPXhycjLuuOMOvPXWWwAAvV6PmJgYTJkyBbNnz67TfvLkyTh27BgyMjKMlz3zzDPIzs7Gnj17zD7GjRs3cOPGDeP3Wq0WMTExKC8vR1hYmIN/IiIiInIGrVaL8PBwm/5+KzZyU1FRgf379yM1NfWPzmg0SE1Nxd69e83eplevXti/f79x6ur06dPYunUrBg8ebPFx0tPTER4ebvyKiYlx7A9CREREbsVXqQcuKytDdXU1oqKiTC6PiorC8ePHzd7mL3/5C8rKytCnTx8IIVBVVYXHH3+83mmpOXPmYPr06cbvDSM3REREpE6KFxTLkZmZiZdffhlvv/02Dhw4gM8//xxfffUVXnzxRYu3CQgIQFhYmMkXERERqZdiIzcRERHw8fFBSUmJyeUlJSWIjo42e5vnn38ejz76KP72t78BADp37gydToeJEydi7ty50Gg8KqsRERGREyiWBvz9/dGjRw+T4mC9Xo+MjAykpKSYvc3Vq1frBBgfHx8AgIJ10URERORGFBu5AYDp06djzJgxSEpKQs+ePbFs2TLodDqMGzcOADB69Gi0atUK6enpAID77rsPr732Grp164bk5GScPHkSzz//PO677z5jyCEiIiLvpmi4GTlyJM6fP4958+ahuLgYXbt2xbZt24xFxgUFBSYjNf/4xz8gSRL+8Y9/4OzZs2jevDnuu+8+vPTSS0r9CERERORmFN3nRgly1skTERGRe/CIfW6IiIiInIHhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUxVfpDhAREdWUr83H6p9WI7soGxeuX0BFdQX0Qg+NpIFGo4Fer4de6CFBAiRACFHnOlvaCiHgq/FFTGgMpidNR6+WvZT+0clBJCGEULoTrqTVahEeHo7y8nKEhYUp3R0iIlXL1+bjzQNvIutcFq5VXYMEqd7QISBQJaoU6esD8Q/ghd4vKPLYZJ2cv98cuSEiIllsDSzVohoCZj4/V9f6/vcm1aL2Fa4jBLDp5CYMjhuMO1veqVg/yDEYboiICACQdS4Lr+W8hoLLBaiqrnJIYPEUknQz4Cz94Q1s+DPDjadjuCEiUjlDDcues3vw2/XfoNfXrUnRQ183tHh4YLFHQXmR0l0gB2C4ISLyYDWLby/duIQqUYWq6ipjUa2lGpZqUV03vBAqK0KV7gI5AMMNEZEbq6++pUpUmZ8i+p2SNSyexrC0ptHV+5TtCDkEww0RkYLMTRnJrm/xZsJxs2WVl5LQNzbFQfdGSmK4ISJyovrqXaqqq1BtKal4QX2LrSRI0EADjaQBhIRKUQ0h9MZrbz5ZEoTwgSRVW/jeXFs9hPCBqGiG66WDIa4mYOJf27n85yPHY7ghImogS6Mv+t//V5s317tooIGfj59Nm+vFhsbiLwlPYN+xZvju5G84d+kaqvTOS31LhndB24gQp90/uQ7DDRGRDSzVvtQ7+uIl6gssPhofNAtqhj6t+mDsbWMRGxZr033mlekwe+NhPJ11EcBVp/b/zrimWPQgg42aMNwQEf1OdoBReabxgx8gwWGBxZq8Mh1e/eY4/nu0FNer6o54ORpDjXox3BCR16m5WV1lVaVXFu/6SX51zmLy9/VH08CmuLPFnQ4NLfXZfeI8Xt56DKdKr6Ci2vmFRs1C/JF2WzQm3tWOoUbFGG6ISJUsHb5odrM6lRXvaqC5OepkpoblmaRnFD9eIK9Mh5W7TuE/h85BV+H89MhA4x5q74BtCNPJLZIx9raxaBPWxmGPxXBDRB7N3FSSkocvOlvt+halRlzkMgSa7T+X4IKuwumPF+SnQWrHKDwzsD0DjQvJ+VBRWVkJXaUOhZcLsfGXjXih9wsYGj/UIf1guCEij2BuJ96KqgrVFfNKkOADH6fXt7hKXpkO09YewOEzWqc/VuMgPwzu3IIjNC5gboWggDC7OtAWAgLzvpuH7pHdHfI7znBDRG7F3JsmANWEGAkSfCVfY72LgECQbxD6tOqDyd0me1x4MceVozQMNM5l7jBVZ64Q/PzE55jWY1qD74fhhogUU/uNUy3TSTVHXwCoLryY48pAwxoax5JVn+bEzxgCAueunHPIfTHcEJFL1K6Nsbg6yUPUrH1R4+iLrQz70WTnXXTq4zDQOEbt16EQwm1GRSVIaNmopUPui+GGiBxKTbUxDDCW7T5xHjM3HEFR+XWnPQaLgu0na7sDNzIsYZhD7ofhhogapOabqCeHGAmSxxfvOpsrlnCzhkYeczVqnrjdgQQJL/R+wWGvOYYbIrKZJ08t1Tx80ROWTrubl746ilW785x2/9wt2LraozGWzi7zFAGaAESGRDrldchwQ0Rm1S4yvF513SNGZQxTSe62cZ0nMozUbD54FtcqHftH1E8joWXjIPSOj+AoTS02j8Z4AKU+VDDcEFGdOpnr1ddRqa9UultWGd40WQvjWM4sEm4ZHojFw7ugT0Jzh9+3J/LUDxG1GVYIShoJfho/xT9UMNwQeSnDEPfp8tNuH2T8JD/4+vjCV+OLxgGNOZ3kJM4MNZx2qjuta1hu7UkMh6m6e4E9ww2Rl6g5X3+96rpbDnH7wQ+SRuJ0kos5K9R48/Lt2lNLVfoqt3zNWWLYbNJT69MYbohUyBMKfzXQIMgvyCPfONXCGaHGGwONJ08taaBBgG+A6kZFGW6IVKDmp8Tz186jWrjXGytrY9zP2ztOYvH2XIfdX9fW4Vj2cDevCDSeuP2Bt213wHBD5KEMozM7z+zE9WrnbaQml7/kjwC/AFV9ClQTRx5kGezng6HdWql6lMYTRkFr8vTpJEdhuCHyEDXfZHWVOrcoROTUkmdx5F41E/vG4bkhnRxyX+7C06aXOCJqGcMNkRtzpxVNEiT4SD58I/VAeWU6jH7/exRebPgIn5pWPdUMMyVXS1Chd+6Bn/biaIx8DDdEbqTm6MyVyiuKDn/7SD4I8AngqiUP54jRGjUcieApeznxQ4RjMNwQKcxdRmecuRU6uZ6jRmtmDWqPSf3iHdQr13KX15YlEm5ue+AOm96pDcMNkYvV/ARZpCtClahSpB8MM+rV0JVQnjpS4857OUm4uXOvN6xUcgcMN0QuYAg0GQUZuHjD8bu/WsPCX+8xc8NhrM85Y/ftPWmkxp3DjAYahPiFcGpJIYqHm+XLl2PJkiUoLi5GYmIi3nzzTfTs2dNi+0uXLmHu3Ln4/PPPceHCBbRp0wbLli3D4MGDXdhrIuuUDDR8Y/U+DZ2G8oRCYXeqSauJ2x+4H0XDzbp16zB9+nSsWLECycnJWLZsGdLS0pCbm4vIyMg67SsqKnDPPfcgMjISGzZsQKtWrZCfn4/GjRu7vvNEFuRr8zF712z89NtPLn3cQJ9A9I/pzzDjhRoyDRXTJAj/Gp/slqGG2x+QvSQhhGLRNzk5GXfccQfeeustAIBer0dMTAymTJmC2bNn12m/YsUKLFmyBMePH4efn59dj6nVahEeHo7y8nKEhYU1qP9EBkoULvpIPogMjuT8vZf755ajeG+Pfauh3G2vGncLM1y55F7k/P1WbOSmoqIC+/fvx5w5c4yXaTQapKamYu/evWZv85///AcpKSl48skn8cUXX6B58+b4y1/+glmzZsHHx8fsbW7cuIEbN24Yv9dqG74rJxHwx7TT1rytuFp11SWPGe4fjoFtBzLMEAD7g407jda404omDTQI9A3kyiUVUCzclJWVobq6GlFRUSaXR0VF4fjx42Zvc/r0afzvf//DqFGjsHXrVpw8eRJPPPEEKisrMX/+fLO3SU9Px8KFCx3ef/Je+dp8LPhuAXJKc5z+WBydIUvsDTZKj9a4U90M93JSL8ULiuXQ6/WIjIzEypUr4ePjgx49euDs2bNYsmSJxXAzZ84cTJ8+3fi9VqtFTEyMq7pMKpJ1Lgvzv5uP4qvFTn0cjs6QNfYEm47RoXjnrz0UGa1xl9EZbn/gPRQLNxEREfDx8UFJSYnJ5SUlJYiOjjZ7mxYtWsDPz89kCqpjx44oLi5GRUUF/P3969wmICAAAQEBju08eQ1XTT01DWiKAW0G8A2XrFq+46TsYHN3QgTWjE92Uo/qcpcl2gwz3kuxcOPv748ePXogIyMDQ4cOBXBzZCYjIwOTJ082e5vevXvj008/hV6vh0ajAQD88ssvaNGihdlgQ2QvV6x4YqAhufLKdFgic1WUq6ahDIHm5KWTqBbKHDbJMEMGik5LTZ8+HWPGjEFSUhJ69uyJZcuWQafTYdy4cQCA0aNHo1WrVkhPTwcATJo0CW+99RamTp2KKVOm4MSJE3j55Zfx1FNPKfljkEo4e18aP8kP0Y2i+cZLdpu29qDNbSNDA7D+7ylOm4Zyh522WZNGligabkaOHInz589j3rx5KC4uRteuXbFt2zZjkXFBQYFxhAYAYmJisH37djz99NPo0qULWrVqhalTp2LWrFlK/QikAs4uEI4OjsaLvV9ksSI1yD+3HMXhM+U2t3dGsFF6p22GGbKVovvcKIH73FBNS35Ygo+OfuTw+2VRMDmS3ALiJcO74KEkxyycMASab/K/gbbCtVtpMMxQTR6xzw2RUgxv1ltOb8H16oadmFxbUlQSFvZayDdhchg5BcSOnIpSaqdtfjAgR2C4Ia/ijJEaFgaTs8gtIG5osOFO26QWDDekes4aqencrDMW3bWIb8bkNOtzCm1uO2tQe9nBRqmiYI7OkLMx3JCqOXqkJsQ3BIPbDeabMrnEjuOlNrWb2DcOk/rF23y/rtxlG+ASbXI9hhtSpXxtPv7+zd9xVnfWIffHFU/kanllOhwvvmy1na372BiOPdh5ZqfDa83M4egMKYnhhlTHkaM1LBAmpbzw5c9W29wSEWI12Ljq2BCA9WfkPhhuSDUcNVoT5BuEP7X7E9+gSTF5ZTrsyD1vtd3A280fVeOqY0O4MSW5K4Yb8niOrB8Y22ksnrnjGQf0ish+thQSSwBG1trLxhXLt30kHyQ0TuAp2uTWGG7Io206sQnzsuY16D44UkPuJutUmdU2M39fHeWqXYNZd0aehOGGPFbWuawGBxuO1JC7ySvT4XBh/ccsJMc1xeDufhj39TinrnhiUTB5KoYb8jgNnYbiSA25s/U5hdBIgN7CwTiSXxkqIz/CnzYddcrjsyiY1IDhhjxKQ6ehOFJD7u7MxWt1LpP8yuDfdBd8Q3+GxleHEw4+4omBhtSG4YY8RkOmoVo1aoWV96zkGze5vdZNgiBJEiAEJL8yBEZvhE9IjbOlJMc8TqBPIPrH9MfkbpP5uiDVYbghj/Dej+/hjQNv2HVbjtaQJxmRFIMVO0/Br+kOBERuBwBIDgo0AI8NIe/AcENuz95N+fgmTp4mr0yH8av3wbfJzWDjqFDDY0PI2zDckFt778h7dgUbjtaQJ8kr02Ha2gM4fEYLya8MIbc4Jthw+TZ5K4YbcltZ57LwxkH5U1HTuk/D+M7jndAjIsfKK9Nh9sbDyM77Y38av8YNX9rNY0PI2zHckFuyp8aG01DkKWqO1NSm8bNvIz5OPRH9geGG3M57R96TPWLDaSjyBOZGamrTVzbBzSVRFja6qYVTT0R1MdyQW8nX5ssONpyGIndX30hNbZWXkuDfbCeEMF0lVft7Tj0RWcZwQ25lQdYCm9s2D2yO1feu5ps7uS1bRmpqE5URuF70IAJbbIQQQM0RnGCfcAy5hcchEFnDcENuI1+bj5wS24spGWzInb301VGs2p1nvaEZVeVJ0F1tC7/GOdD4XYS+sgkqLyXhalUERg/qh9iwEAf3lkhdGG7IbcgZtZnWfRqDDbmlvDIdRr//PQovXm/Q/YjKCFScH2RymSQB63IKMWtQhwbdN5HaMdyQW1jywxKbR21YY0PuqiGjNbbQC2Dvqd+cdv9EaqGRe4OioiJ8/PHH2Lp1KyoqKkyu0+l0eOGFFxzWOfIOcjbqW3XPKgYbcjt5ZTr0fSWjwcGmXUQI/tIzFpp6NvA7XHgJv5bpGvQ4RGonCSFsW28I4IcffsDAgQOh1+tRWVmJVq1aYfPmzbjtttsAACUlJWjZsiWqq6ud1uGG0mq1CA8PR3l5OcLCwpTujtfL1+bjT5v+ZFNbjtiQu7GnYNicluGBWDy8C/okNEdemQ79l2ZabCsBeLzfLZyaIq8j5++3rJGb5557Dg888AAuXryIkpIS3HPPPbj77rtx8ODBBnWYvNemE5tsapcUlcRgQ27l7R0n0X9pZoOCTbuIEGTO6IesOQPQJ6E5ACAuIgRdY8It3kaAU1NE1siqudm/fz+WL18OjUaD0NBQvP3224iNjcWAAQOwfft2xMaywJPk2X1mt03tFvZa6OSeENlGzp41ltQcqTEn5ZYIHC4st7iN36Hfp6baRnDVFJE5sguKr183XQEwe/Zs+Pr6YuDAgfjggw8c1jFSv3xtPn659IvVdlwZRe6ioQXDMU2C8K/xyVZDyYikGLyTeareNgu//Bkfjutpd1+I1ExWuLn99tuRlZWFLl26mFw+Y8YM6PV6PPLIIw7tHKmbLVNSbUPbcjqKFOeI5d0T+8bhuSGdbGprmJo6VFhusc2O3PMcvSGyQFbNzejRo/Hdd9+ZvW7mzJlYuHAhp6bIZvuK91ltM6DNABf0hMiyl746iv5LM+0ONjFNgpA5o5/NwcYg5ZYIq21W7jptV5+I1E5WuPnb3/6Gf/3rX7h27RquXr1qvDw/Px/Lli1D165dkZfnvD0eSD3ytfn4sezHettIkDAsYZiLekRU1+j3sxs0DTWxbxx2z/p/do2ujEiKsdpm289F9nSLSPVk73MDAH/+85/x0Uc39yW5dOkSkpOT8eqrr2Lo0KF45513HNpBUqdNJzZBQj2beQCY2n0qa21IEXllOgx6PRO7TpTZdfuurcPtGq2pKS4iBJGhAfW2uaCrxDuZJ+1+DCK1sivcHDhwAH379gUAbNiwAVFRUcjPz8dHH32E//u//3NoB0md9hXvg7C4FgS4tfGtrLUhRRimoY6X2LdR3qxB7bF5ch+H1MKkdoyy2uaVbbnc1I+oFrvCzdWrVxEaGgoA+OabbzBs2DBoNBrceeedyM/Pd2gHSX2sTUlJkNC3dV8X9ojopoZMQ90Z1xSZM/phUr94h/Vnwl3tbGo3a+Nhhz0mkRrYFW7i4+OxefNmFBYWYvv27Rg4cCAAoLS0lLv+klWbTmyCxsqvHmttyJUaMg1lKBhe+/cUh69ciosIQf/25vfCqSk77yKnp4hqsCvczJs3DzNmzEDbtm2RnJyMlJQUADdHcbp16+bQDpL6nLtyDvWV29ze7HbW2pDLGHYatmcaqiEFw7aad99tNrXj9BTRH+wKN8OHD0dBQQFycnKwbds24+UDBgzA66+/7rDOkTq1bNTSYjGxBhr0bMGNycg1/rnlKBZvz5V9O3uXd9sjLiIEM9Pa29R29sYjTu4NkWewK9wAQHR0NLp16waN5o+76NmzJzp04GFuVL8HEh6wXEwscUqKXOOfW47ivT3y62tGJrV2+mhNbU/0j8edcU2ttvs+7wJHb4jQgHBDZK82YW2wsNdCaCQNfCQfk38X9lrIKSlyOnuDzaxB7fHK8EQn9Mi69Ae7WG8EFhcTAXacLUXkCEPjh6J7ZHd8fuJznLtyDi0btcSwhGEMNuR09gQbW8+Ecqa4iBAkxzVFdt6FetsZiosduWqLyNNIQgjLm42okFarRXh4OMrLy7myi8jL2BNsRia1Vmy0pra8Mh36L820qW3mjH48d4pURc7fb05LEZFXsCfYKDkNZY6c4uKpaw86uTdE7ovTUqSYvDId1ucU4szFa2jdJAgjkmIQx0+a5AQzNxzG+pwzsm7z8fie6JNgfY8ZV3uifzx2/XIe31uZnjp8phwvfXUUc12woovI3TDckCLW5xRi9sYjkCQJQghIkoR3d57CKw92wUM2HBhIZKvR72fL3pxvyfAubhlsDNIf7GLT9JRht2UGHPI2nJYil8sr02H2xiPQC6BaL0z+nbXxCJeyksM8+9lhWcEmMjQAmTP6uX3ANhQX22LV7jzuXkxeh+GGXG59TiEkyfIWxetyCl3YG1Krf245is/2y5uKWu+EIxScZZGNS8MB7l5M3ofhhlzuzMVrsLRITy+Avad+c3GPSG3sKR5eMryLxwQbQF5xMcACY/IuDDfkcq2bBNV7/eHCS/yUSXZbvuOkrGDTtXW4R0xFmfNE/3hM6BtnU1tDgTGRN2C4IZcbkRQDvZXdlTg1RfbIK9NhiYyzokYmtcbmyX08asSmtrlDOtkccFbtzsPMDdzBmNSP4YZcLi4iBF1jwi1eL8CpKbLPNBlTL3cnRLjVHjYNMXdIJyS2tvyaqml9zhmMeT/byT0iUhbDDSki5ZYIC+eC33SIU1Mk0z+3HMXhM+U2tR2Z1Bprxic7uUeutezhbja33XmiDLM4gkMqxnBDihiRFGPpXHCjhV/+7JK+kOeTU0A8sW+cakZsapJbYLwu5wxrcEi1GG5IEdampgBgR+55jt6QVXIKiLu2DsdzKt7QTk6BMcA9cEi9GG5IMSm3RFhtw8Jiqo/cAmI5UzeeSk6BMcA9cEidGG5IMSNsWHqbW3zZBT0hTyWngHjWoPYevSpKjrlDOmFEUmub2494dy/yGHBIRRhuSDFxESGIbVr/njfHimwrECXvI6eAeGLfOEzqF+/kHrmXxcMTcXeC9dFRACi9fAP9l2bi7R2coiJ1YLghRcVHhtZ7fVH5DdYEUB1y6mwm9o1TdZ1NfdaMT8ZIGSM4i7fn8vVGqsBwQ4pqH11/uAFYE0Cm5NTZqL2A2BavDE+0eQ8cgK83Uge3CDfLly9H27ZtERgYiOTkZOzbt8+m261duxaSJGHo0KHO7SA5jS11NwAwayP35KCb5NTZeEMBsS3kPg+swSFPp3i4WbduHaZPn4758+fjwIEDSExMRFpaGkpLS+u93a+//ooZM2agb9++LuopOUNcRAj6t29utV123kUOlxOW7zhpc52NNxUQWyN3DxzW4JCnUzzcvPbaa5gwYQLGjRuHTp06YcWKFQgODsYHH3xg8TbV1dUYNWoUFi5ciHbt2rmwt+QM8+67zaZ2izlc7tXkTEd5YwGxNXL3wAFYg0OeS9FwU1FRgf379yM1NdV4mUajQWpqKvbu3Wvxdi+88AIiIyMxfvx4q49x48YNaLVaky9yL7Z+qhTgvjfebPbGIza1Y52NZXOHdMKsQbaP4ACswSHPpGi4KSsrQ3V1NaKiokwuj4qKQnFxsdnb7NmzB++//z5WrVpl02Okp6cjPDzc+BUTY1uNB7nWE/3jcWdcU6vtvvnJ/O8FqdvyHSeRnXfBprass6nfpH7x+Hh8T1m3YQ0OeRrFp6XkuHz5Mh599FGsWrUKERG27d8wZ84clJeXG78KC/nJ312lP9jFaptTZTqeh+Nl5ExHsc7GNn0SmrMGh1TNV8kHj4iIgI+PD0pKSkwuLykpQXR0dJ32p06dwq+//or77rvPeJlerwcA+Pr6Ijc3F7fccovJbQICAhAQEOCE3pOjxUWEoEN0KI5b2ZV41e48NA3xZ02Fl1i167RN7VhnI88T/eNx8WoFVu22bb8g4GYNjiSBzzO5PUVHbvz9/dGjRw9kZGQYL9Pr9cjIyEBKSkqd9h06dMCPP/6IQ4cOGb/uv/9+9O/fH4cOHeKUkwr07xBpUzvWAXiP7T9bn4pMjmvKOhs72FuDs+fEeSf1iMgxFJ+Wmj59OlatWoU1a9bg2LFjmDRpEnQ6HcaNGwcAGD16NObMmQMACAwMxO23327y1bhxY4SGhuL222+Hv7+/kj8KOYCt+94AwEobP9GT5/rnlqP4TVdhtd0rNkxpknn21OD89f19nKIit6Z4uBk5ciSWLl2KefPmoWvXrjh06BC2bdtmLDIuKChAUVGRwr0kV5GzH8e2n/l7oWa2HrFwZ1xT1tk0kNwaHIDLxMm9SUIIoXQnXEmr1SI8PBzl5eUICwtTujtkwUtfHbWpFmBC3zjM5XSE6uSV6dB/aaZNbTNn9GO4cRBbX3c1fTy+J/okWN+Ik6ih5Pz9VnzkhsicuUM62XQezqrdeVw9pUIvfPmzTe36t2/OYONA9tTgcIqK3BHDDbktW/crWbU7j8PjKpJXpsOOXNsKVufbuLs12c6eGpzF23P5IYPcCsMNuS1bz50CuHpKTWxd+s09bZzHnhocjqKSO2G4Ibdm67lTADBVxmnR5L7+e6zEahvuaeN8T/SPlz1FxYBD7oLhhtyanNVTh8+U843Vw+WV6VB6+Ua9bZqG+HNPGxexZ4qKAYfcAcMNuT05pxnzjdWz2XI45qDb6u5eTs5j7xTVzA2HndQjIusYbsgj2Lp6CmCBsaey9XDMiXe1c0FvqCZ7pqjW55zBmPezndQjovox3JDHkHPaMwuMPYuth2Ny6bdyJvWLR+aMfogMtf2svp0nynDvsl08UZxcjuGGPIac+huABcaeZH1OoU3tuPRbWW0jQrDu73XP/avPseLL6L80E5/Z+P8xkSMw3JBHkVN/wwJjz5Fr5SR4gKM27iIuIgRLhss/y+vZDUc4mkouw3BDHmfukE4sMFaZk6XWww1HbdzHQ0kxyJzRz+Y6OIMR7+7lFBW5BMMNeSQWGKtHXpkOBReu1dumY3QoR23cTNuIEHwxuQ9GJLW2+Tall2+g/9JMHtdATsdwQx5LboHxnhO2belPrmXLOVL9OkS6oCdkj8XDE3F3QoS82/BEcXIyhhvyWHILjHnAn/ux9RypkUkxLugN2WvN+GSMlDGCA/ADBzkXww15NDkFxgA/MbobWzbtYyGxZ3hleKKs1yLADxzkPAw35PHkFBgD3APHXdi6aR8LiT2H3NciwBPFyTkYbkgV5BQYA9wDR2nctE+97Ak4XNVIjsZwQ6ohp8CYe+Aoi5v2qdvcIZ14ojgpiuGGVENugTHfTJXDTfvUjyeKk5IYbkhV5B7wxzdTZXDTPu9g74nifE1SQzHckOrI/cTIN1PX4qZ93sWeE8X5mqSGYrghVZL7iZFvpq7DTfu8jz0nivM1SQ3BcEOqJXcPHL6ZOh837fNe9pwovmp3HmZuOOykHpGaMdyQqsldlspzqJzLllEbFhKrlz0niq/POYMx72c7qUekVgw3pHpy98DhJn/OYeuoDQuJ1c1woricKaqdJ8owiyM4JAPDDXkFOXvgAMCId/cijwHHoThqQwb2TFGtyznDaWOyGcMNeQW5w+Gll2+g/9JMfGbjZnNUP47aUG32TFGxBodsxXBDXsMwHC5niurZDUc4ReUAtuxIzFEb72PPa5I1OGQLhhvyKm0jQvDF5D48h8rFdhwvtdqGozbeyfCaHJHU2ubbsAaHrGG4Ia/Ec6hcJ69Mh+NWjluIbRrEURsvt3h4Iu5OiLC5PWtwqD4MN+SV7DmHinP99rGlkDg+MtQFPSF3t2Z8MkbKGMHh3lRkCcMNeS25m/xxrl8+WwuJ20cz3NBNrwxP5Oab1GAMN+TV5G7yx7l+eWwZtZHAHYnJ1NwhnWTV4DDgUG0MN+T15AYczvXbxtZRm5mD2rPehuqQW4PDgEM1MdwQwb5jGvhGWr9Vu05bbZMc1xST+sW7oDfkieypweHxKQQw3BAZMeA41n+PlVht88qD8jZxI+8jtwaHx6cQwHBDZIJz/Y6RV6ZD6eUb9baJDA3gdBTZRO75cNybihhuiGrhXH/Dzd54xGqb1I5RLugJqQX3piI5GG6IzOB+G/b755ajyM67YLXdxLvauaA3pBZyz6Lia9K7MdwQWWDPfhveXsy4fMdJvLcnz2o7niNF9jCcRRUZGmBTe74mvRfDDVE95M71e3MxY16ZDku259rUludIkb3aRoRg3d9TbG7vza9Jb8ZwQ2SFnLl+wHuLGW05+RvgqA01nNzjU7z1NenNGG6IrJA713/4TLlXnkNly8nfAEdtyDHkHJ/CAmPvw3BDZAPDXL+tU1Tedg6VLSd/A8As7kZMDiRnbyoWGHsXhhsiG7WNCMEXk/vYHHC86RwqW5Z+3xIRwt2IyeHk1MWxwNh7MNwQySSnBscbzqGyden3wNujXdAb8kZyXpMsMPYODDdEMsktZlTzcLitS7958jc5EwuMqTaGGyI7yClmBNQ5HC5n6TdP/iZnk1tgrLbXI5liuCGyk9xzqNQ2HD7Nxk+/PPmbXEVOgbHaXo9kiuGGqAHknkOlluHwf245isNnym1qy5O/yZXkFBgv/PJnJ/eGlMJwQ9RAcs6hUsN+G//cctSmOhuAS79JGbYWGO/IPc/RG5ViuCFyADnnUHlygbGtBcQA0LV1OKejSBFyCoxX7jrt5N6QEhhuiBxE7fttyCkgBuQfW0HkSLYWGG/7ucgFvSFXY7ghciA177dhawExwOkocg9zh3RCsxD/ettc0FV63AcNso7hhsiB1LrfhpwC4ol94zgdRW4j7Tbrm0d62gcNso7hhsjB1Hagn5w6m4l94/DckE5O7hGR7Sbc1c6mdlw5pS4MN0ROIPdAP3cdFpdTZ9O1dTiDDbmduIgQ9G/f3Go7rpxSF4YbIieRU2DsrsPicupsWEBM7mrefbfZ1I6jN+rBcEPkRHL+4LtT/U1emQ5/fmu3zXU2LCAmd2ZrLRxHb9SD4YbIieQUGLtL/c36nEL0X5qJw2e0NrVnATF5gif6x+POuKb1tpEArMspdE2HyKncItwsX74cbdu2RWBgIJKTk7Fv3z6LbVetWoW+ffuiSZMmaNKkCVJTU+ttT6Q0OQXGStff5JXpMHPDEZvbs86GPEm6laNAJAk4c/Gai3pDzqR4uFm3bh2mT5+O+fPn48CBA0hMTERaWhpKS0vNts/MzMQjjzyCHTt2YO/evYiJicHAgQNx9uxZF/ecyHaeUH+TV6bDyHezZN2GdTbkSawVFwsArZsEua5D5DSKh5vXXnsNEyZMwLhx49CpUyesWLECwcHB+OCDD8y2/+STT/DEE0+ga9eu6NChA9577z3o9XpkZGS4uOdE8sgJAq4ubHx7x0n0X5qJ0ssVNt+GdTbkiR7rY3kUVQig9y3NXNgbchZFw01FRQX279+P1NRU42UajQapqanYu3evTfdx9epVVFZWomlT83OpN27cgFarNfkiUoKc+htXFjb+c8tRLJZxrALAOhvyXFmnfoNGMn+dRgK+O/WbaztETqFouCkrK0N1dTWioqJMLo+KikJxcbFN9zFr1iy0bNnSJCDVlJ6ejvDwcONXTExMg/tNZC859TezN9pe+2IvOSd8G3CjPvJk1mpqWHOjDopPSzXEokWLsHbtWmzatAmBgYFm28yZMwfl5eXGr8JCVsKTsmzd4O/7vAtOHb2ZueEwgw15ndZNgiBJ5oduJElizY1KKBpuIiIi4OPjg5KSEpPLS0pKEB1d/3kgS5cuxaJFi/DNN9+gSxfLFfABAQEICwsz+SJSmi0H+gHArI2HHf7YeWU69H0lA+tzzsi6HYMNqcGIpBgIIcxeJ4TAyCSO7quBouHG398fPXr0MCkGNhQHp6SkWLzd4sWL8eKLL2Lbtm1ISkpyRVeJHM6WA/2y8y46dGm4oXC48OJ1WbdjsCG1iIsIwSsPdoGPfxkCI7chqNW/ERi5DT7+ZXjlwS4sklcJX6U7MH36dIwZMwZJSUno2bMnli1bBp1Oh3HjxgEARo8ejVatWiE9PR0A8Morr2DevHn49NNP0bZtW2NtTqNGjdCoUSPFfg4iuSbc1Q6f7iuw2u6Vbbm49/YWDX7TnbnhsOzRGuDmqigWD5Oa+IbnIOSW1wAAAgISJPg32wW/xuEAOHKjBorX3IwcORJLly7FvHnz0LVrVxw6dAjbtm0zFhkXFBSgqKjI2P6dd95BRUUFhg8fjhYtWhi/li5dqtSPQGQXOaunGrI03N5pKAD4eHxPBhtSlXxtPhbsXQABPQT0uBlvbv73/Kz5KNBa/8BB7k8SliYfVUqr1SI8PBzl5eWsvyG38PC7e/F93gWr7TJn9JM1epNXpsPsjYeRnXfRrn4tGd4FD7H+gFRm2f5lWP3zalSL6jrX+Ug+GHvbWEzrMc31HSOr5Pz9VnzkhsjbWdsS3kDOmTeG2hp7gk3H6FBkzujHYEOqdO7KOeiF3ux1eqHHuSvnXNwjcgaGGyKF2To9lVt82Wobw2necjflM7g7IQJfT7uLRZWkWiH+IRCwsFoKAo38WbupBgw3RG7gif7xaBlufq8mg5Ol9Ycbw2iNrad51zaxbxzWjE+267ZEnuL4b8frb+BVhRrqpfhqKSK6qUOLMJwrt7xEu+DCNfxapqszqpJXpsO0tQfsDjUdo0Pxzl97cLSGVO+9I+/hp99+sni9BAlXKq+4sEfkLBy5IXIT7aND671egmndjWEKqiGjNZyGIm+Rr83HGwffsNquZaOWLugNORtHbojcxIikGLyTeareNmcuXmvwKigDbsxH3mRB1gKrbQQEhiUMc35nyOkYbojcRFxECPq3b44duefNXi8AZB4vwZeHG7aao2vrcCx7uBtHa8hrvHfkPeSU5Fht17dVX8SGxbqgR+RsnJYiciPz7rsN5o/0u+nyjbp7c8gxa1B7bJ7ch8GGvEbWuSybpqMAYHbP2U7uDbkKR26I3EhcRAj6/T56I/mVwa9xDjR+F6GvbILKS0kQlRF23S9Ha8gbvffje3jjgG3BZlr3aRy1URGGGyI3U+F/HCHxKyH5lte4VIJ/s524XvQgqsrlHRbLs6HIG7135D2bR2ySopIwvvN4J/eIXInhhsgN5Gvzsfqn1diatxVXq65C8gUkk/kpASGAwBYbobva1qYRnDvjmmIRTzkmLyRnKgoAFvZa6MTekBIYbogUlK/Nx+xds+vsvSGZKbyRJEAIwK9xDirOD7J4n+0iQvDB2DsYasjr5GvzseC7BcgptV48bHBH1B2cjlIhhhsiFzOM0mQUZODiDbnLuQU0fuZv0zI8EIuHd0GfhOYN7ySRh5FTX1PTgl4LHN8ZUhzDDZGL2POp0hx9ZROT7zlSQ94sX5uP2Ttn46cLlncetoRFxOrFcEPkZJamnuQSv595U3npZkExR2rI2y35YQk+OvqRXbed1n0ai4hVjOGGyAmyzmXhtZzXcLr8NCr1lQ2+P0OwuVE6COG+LbB5am+O1JDXytfm4+/f/B1ndWftuv2qe1bhzpZ3OrhX5E4YbogcwFBHk12UjSJdEapElUPuV9Q4ofhG6SBUXuiHvonNGWzIazVktAa4OWLDYKN+DDdEDeCoOpqaagYaAKi+1hrXzz0MURkBjQS0bhLksMci8gSGDw9bTm/B9errdt8Pp6K8B8MNkUyGN9pv8r+BtsK+07gtMQQbofdHlbYrKn67y2RPGyGAkUkxDn1MInflqHq1zs06Y9Fdi1g87EUYboisMISZPWf34Py186gWDTvfqT6iMhzXioZDfzXB7PWJMY05JUWq1rCtEuriaI13YrghMiNfm483D7yJnWd2NmgY3FZJUUk4fXQw8kuD622Xckszp/eFSAmOnuJNikrCwl4LOVrjpRhuiH7n6BVO1oT4hmBwu8EYe9tYfLTrCnaU5lm9DaekSE2c8SGiVaNWWHnPSoYaL8dwQ17L8MaadS4LVyqvQEBYv5EDRAdH48XeLxpXbPxzy1G8t8d6sOkYHcopKVKFrHNZmP/dfBRfLXbo/Y7tNBbP3PGMQ++TPBPDDXmNmmFGV6mDHnqXPXa4fzgGth2IsbeNNflEuXzHSZuCDQD06xDprO4ROZWztkow4GgN1cZwQ6qlZJgBgKYBTTGgzYA6gcZg94nzWLI916b7ksApKfIsji4MtoSjNWQOww2pQs1PhheuX8D1quuohvNWNVlSs47G0qfIvDIdZm88jOw829/wZw5qzykpcms1X4MlV0tQoa9w2mPZ8joj78ZwQx7JlW+k1vhr/NEuvB2eSXrG6s6n63MKMXPDEVn3P7FvHCb1i29IF4mcwlWjMwa169WILGG4IbdXM8hcunEJ16uvu2Q1kyUaaBDiF4I+rfpgcrfJNn9y3H3ivF3B5rkhnezpJpFDKfk65LJukovhhtyO0rUy5gT6BKJ/TH9ZYaaml746ilW7bSscNujaOpzBhhTl6u0RarJWs0ZUH4YbUkztOpmK6gpUiSqXLcm2xtIKJznyynQY/f73KLwofw+PZQ93s+sxiexR80PFtaprqBbVLn8tNvRDBJEBww25RO03Tr3Qu8WITE0+kg8igyPRp1WfBn9aNExBFZXbtzHZLBYQkxPVPFLkt+u/oUqv7IcKnv1EjsZwQw7l7qMxNTkyzBjklekwfvU+nC67avd9zBrUngXE5DDuspKwNk47kTMx3JDdPGE0piZnhBmDho7UADdrbJY93I0jNmS32q9JIYRbBBkA8JP8EN0oGne2uJOBhpyO4YbqVXuFRJWoQlV1lduOxhhIkOAj+SDIN0j2qiZb5ZXpsHLXKfzn0DnoKhr2B4SrokgOQ6FvweUCVFZVAhIUqZGxRs42CUSOxHBDAOrOwev1N0dg3OVTnzUaaBDoG4jY0Finv5HaswlffTgNReaYm+I1jI7WCTFukmk4OkPuguHGi5gLMBpJAwHh8LNenM1H8kGAT4BLwgxwM9C8+s1x/PdoKa5XOWbqLaZJEP41PpnTUF7MUoAREG49xWvg6tchka0YblTE0hulBAl6mK+HqRbuPzKjgQZBfkFoGtjUpZ8Id584j5e3HsOp0iuoqHbsR2NOQ3kPNX2oCNAEIDIkkiMz5PYYbjyIpfDiqW+UtUmQoIEGPhofNAtq5pTC3/oYami+O/kbzl26hiq948f674xrikUPduFojYrwQwWR+2G4cSOWinf1ov76F094o6xNggRfjS/8NH6KDmkbAs32n0twQee886m4EspzmSveFUKo5kMFcPP16KfxU+RDBZEzMNy4UO1lmhAwvlECnlO8K4fSozHmuCrQABypcXe1X5MSJGg0Guj1eqvFu574ocLA3vPRiDwFw40D1DddZHijtLh02k1WOTiCu4zG1FZzuqm4/JrD62fM4UiNsmqOtlRVV5kEFsPrsqq6yvwHCs/NLHVooEGAbwB8Nb5oHNCY00vkNRhu6mGpELDmGyVgZbpIRW+UBhpobu4j40ajMTUpEWYMOFLjPPUFFgmScRTU7GhLjdehGl+X7v6aJHI1hhsLNp3YhPlZ8+u8SarxjdESP8kPvj6+bv+pz7CqKb/sKm5UVcOFWQYA0CzEH2m3RWPiXe0YamSwNiUkJ7AAUNUoqDmGKV6NpIG/rz8LfYnqwXBjRr4232ywURsJEnwlX2g0Gggh4KvxdavpJEtqhplrldWK/L8U5KdBascoPDOQB1zWVwhfe6TTEFgs7qbrZYGlNkOAkSBB0khuN8VL5CkYbszYdGKT0l1wiJpvlJBuXubM4wicwbB53s5fynCtogrVeuX+3jUO8sPgzi1UOUJjT0CxpRDe7EinlwWW2jz1QwWRJ2G4MePclXMeM2qjtjdKQ71MZu55lGqvu3yKqTZPmXIyVx9WM4TUDig2Fbv/jgFFHjV8qCDydAw3ZrRs1BISJLcIOIY3SY2k8Yj6F7ncLcwAzg809o6SWAooFlf9AKbLllVeVOsqNV+TavlQQaQ2DDdmPJDwAD746QOnP47h5GrDHy41hpf6vPzNLqz+8TNo/C5C798Eet8koDLC5f3w00ho2TgIveMj8Kcevvj27HpkF2Xj4e3ml/XbG0IaOkrCgOJ8Gmjg5+Nn8v8di3eJPI8kDBPnXkKr1SI8PBzl5eUICwuz2G7zyc2Y9908u0dvak4XGd4ouUzzD1O+fBc7flv++3e1N0nTQAgNJElf4zoJhl0PTa+z9r3l20qSBn6SDyAJjzqskOTzgx8goU7YFBCcMiLyELb+/QY4cmPR0Pih6B7ZHat/Wo3dZ3fjwvULqNZXm/1U7m0jLg31Xf4x7PhtOSTJNNQYY7ak/z2AmFxr/Nf0Omvf/3FbCQKSpuZ11ahENetHPFTNwFJ75IyjLUTejeGmHrFhsZjXa57S3VCdN/d9avZySXJxR8it1J4SYmAhInsx3JDLnb9eDA6XqFvtoltzgYXTtETkLAw35HLNA6NRolO6F2SNLQGF07JE5I4YbsjlpvT8C/6+YzOE4FSUs0iQ4AMfm1ZwcVUQEakNww25XO82HTEgaiwySlYz4PzO1lESSwGFq36IiP7AcEOKeOPeZ7D0+2CsyX1b6a7Uq+ZhhY7Y54ajJEREzsd9bkhRBdoCq8vt5QYHe2/LwwqJiNyXnL/fDDdERETk9uT8/da4qE9ERERELuEW4Wb58uVo27YtAgMDkZycjH379tXb/rPPPkOHDh0QGBiIzp07Y+vWrS7qKREREbk7xcPNunXrMH36dMyfPx8HDhxAYmIi0tLSUFpaarZ9VlYWHnnkEYwfPx4HDx7E0KFDMXToUPz0008u7jkRERG5I8VrbpKTk3HHHXfgrbfeAgDo9XrExMRgypQpmD17dp32I0eOhE6nw5YtW4yX3XnnnejatStWrFhh9fFYc0NEROR5PKbmpqKiAvv370dqaqrxMo1Gg9TUVOzdu9fsbfbu3WvSHgDS0tIstr9x4wa0Wq3JFxEREamXouGmrKwM1dXViIqKMrk8KioKxcXFZm9TXFwsq316ejrCw8ONXzExMY7pPBEREbklxWtunG3OnDkoLy83fhUWFirdJSIiInIiRXcojoiIgI+PD0pKSkwuLykpQXR0tNnbREdHy2ofEBCAgIAAx3SYiIiI3J6iIzf+/v7o0aMHMjIyjJfp9XpkZGQgJSXF7G1SUlJM2gPAt99+a7E9EREReRfFz5aaPn06xowZg6SkJPTs2RPLli2DTqfDuHHjAACjR49Gq1atkJ6eDgCYOnUq7r77brz66qsYMmQI1q5di5ycHKxcuVLJH4OIiIjchOLhZuTIkTh//jzmzZuH4uJidO3aFdu2bTMWDRcUFECj+WOAqVevXvj000/xj3/8A8899xwSEhKwefNm3H777Ur9CERERORGFN/nxtW4zw0REZHn8Zh9boiIiIgcTfFpKVczDFRxMz8iIiLPYfi7bcuEk9eFm8uXLwMAN/MjIiLyQJcvX0Z4eHi9bbyu5kav1+PcuXMIDQ2FJElKd6dBtFotYmJiUFhYyPohmfjc2Y/Pnf343NmHz5v91PTcCSFw+fJltGzZ0mShkTleN3Kj0WjQunVrpbvhUGFhYR7/S6sUPnf243NnPz539uHzZj+1PHfWRmwMWFBMREREqsJwQ0RERKrCcOPBAgICMH/+fJ6dZQc+d/bjc2c/Pnf24fNmP2997ryuoJiIiIjUjSM3REREpCoMN0RERKQqDDdERESkKgw3REREpCoMNx7o119/xfjx4xEXF4egoCDccsstmD9/PioqKkzaHTlyBH379kVgYCBiYmKwePFihXrsfpYvX462bdsiMDAQycnJ2Ldvn9Jdcivp6em44447EBoaisjISAwdOhS5ubkmba5fv44nn3wSzZo1Q6NGjfDggw+ipKREoR67r0WLFkGSJEybNs14GZ87y86ePYu//vWvaNasGYKCgtC5c2fk5OQYrxdCYN68eWjRogWCgoKQmpqKEydOKNhj5VVXV+P55583+Zvw4osvmpzB5HXPmyCP8/XXX4uxY8eK7du3i1OnTokvvvhCREZGimeeecbYpry8XERFRYlRo0aJn376Sfz73/8WQUFB4t1331Ww5+5h7dq1wt/fX3zwwQfi559/FhMmTBCNGzcWJSUlSnfNbaSlpYkPP/xQ/PTTT+LQoUNi8ODBIjY2Vly5csXY5vHHHxcxMTEiIyND5OTkiDvvvFP06tVLwV67n3379om2bduKLl26iKlTpxov53Nn3oULF0SbNm3E2LFjRXZ2tjh9+rTYvn27OHnypLHNokWLRHh4uNi8ebM4fPiwuP/++0VcXJy4du2agj1X1ksvvSSaNWsmtmzZIvLy8sRnn30mGjVqJN544w1jG2973hhuVGLx4sUiLi7O+P3bb78tmjRpIm7cuGG8bNasWaJ9+/ZKdM+t9OzZUzz55JPG76urq0XLli1Fenq6gr1yb6WlpQKA2LlzpxBCiEuXLgk/Pz/x2WefGdscO3ZMABB79+5Vqptu5fLlyyIhIUF8++234u677zaGGz53ls2aNUv06dPH4vV6vV5ER0eLJUuWGC+7dOmSCAgIEP/+979d0UW3NGTIEPHYY4+ZXDZs2DAxatQoIYR3Pm+cllKJ8vJyNG3a1Pj93r17cdddd8Hf3994WVpaGnJzc3Hx4kUluugWKioqsH//fqSmphov02g0SE1Nxd69exXsmXsrLy8HAOPv2P79+1FZWWnyPHbo0AGxsbF8Hn/35JNPYsiQISbPEcDnrj7/+c9/kJSUhIceegiRkZHo1q0bVq1aZbw+Ly8PxcXFJs9deHg4kpOTvfq569WrFzIyMvDLL78AAA4fPow9e/bg3nvvBeCdz5vXHZypRidPnsSbb76JpUuXGi8rLi5GXFycSbuoqCjjdU2aNHFpH91FWVkZqqurjc+FQVRUFI4fP65Qr9ybXq/HtGnT0Lt3b9x+++0Abv4O+fv7o3HjxiZto6KiUFxcrEAv3cvatWtx4MAB/PDDD3Wu43Nn2enTp/HOO+9g+vTpeO655/DDDz/gqaeegr+/P8aMGWN8fsy9fr35uZs9eza0Wi06dOgAHx8fVFdX46WXXsKoUaMAwCufN47cuJHZs2dDkqR6v2r/AT579iwGDRqEhx56CBMmTFCo56RmTz75JH766SesXbtW6a54hMLCQkydOhWffPIJAgMDle6OR9Hr9ejevTtefvlldOvWDRMnTsSECROwYsUKpbvm1tavX49PPvkEn376KQ4cOIA1a9Zg6dKlWLNmjdJdUwxHbtzIM888g7Fjx9bbpl27dsb/PnfuHPr3749evXph5cqVJu2io6PrrL4wfB8dHe2YDnugiIgI+Pj4mH1uvPl5sWTy5MnYsmULdu3ahdatWxsvj46ORkVFBS5dumQyAsHn8ea0U2lpKbp37268rLq6Grt27cJbb72F7du387mzoEWLFujUqZPJZR07dsTGjRsB/PHeVVJSghYtWhjblJSUoGvXri7rp7t59tlnMXv2bDz88MMAgM6dOyM/Px/p6ekYM2aMVz5vHLlxI82bN0eHDh3q/TLU0Jw9exb9+vVDjx498OGHH0KjMf2/MiUlBbt27UJlZaXxsm+//Rbt27f32ikpAPD390ePHj2QkZFhvEyv1yMjIwMpKSkK9sy9CCEwefJkbNq0Cf/73//qTHH26NEDfn5+Js9jbm4uCgoKvP55HDBgAH788UccOnTI+JWUlIRRo0YZ/5vPnXm9e/eus+XAL7/8gjZt2gAA4uLiEB0dbfLcabVaZGdne/Vzd/Xq1Tp/A3x8fKDX6wF46fOmdEUzyXfmzBkRHx8vBgwYIM6cOSOKioqMXwaXLl0SUVFR4tFHHxU//fSTWLt2rQgODuZScHFzKXhAQIBYvXq1OHr0qJg4caJo3LixKC4uVrprbmPSpEkiPDxcZGZmmvx+Xb161djm8ccfF7GxseJ///ufyMnJESkpKSIlJUXBXruvmqulhOBzZ8m+ffuEr6+veOmll8SJEyfEJ598IoKDg8XHH39sbLNo0SLRuHFj8cUXX4gjR46IP//5z6pe0myLMWPGiFatWhmXgn/++eciIiJCzJw509jG2543hhsP9OGHHwoAZr9qOnz4sOjTp48ICAgQrVq1EosWLVKox+7nzTffFLGxscLf31/07NlTfP/990p3ya1Y+v368MMPjW2uXbsmnnjiCdGkSRMRHBwsHnjgAZOATX+oHW743Fn25Zdfittvv10EBASIDh06iJUrV5pcr9frxfPPPy+ioqJEQECAGDBggMjNzVWot+5Bq9WKqVOnitjYWBEYGCjatWsn5s6da7IViLc9b5IQNbYwJCIiIvJwrLkhIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEiIiJVYbghIiIiVWG4ISIiIlVhuCEij9CvXz9MmTIF06ZNQ5MmTRAVFYVVq1ZBp9Nh3LhxCA0NRXx8PL7++msAwOrVq9G4cWOT+9i8eTMkSVKg90TkSgw3ROQx1qxZg4iICOzbtw9TpkzBpEmT8NBDD6FXr144cOAABg4ciEcffRRXr15VuqtEpCCGGyLyGImJifjHP/6BhIQEzJkzB4GBgYiIiMCECROQkJCAefPm4bfffsORI0eU7ioRKYjhhog8RpcuXYz/7ePjg2bNmqFz587Gy6KiogAApaWlLu8bEbkPhhsi8hh+fn4m30uSZHKZoZ5Gr9dDo9FACGHSvrKy0vmdJCLFMdwQkSo1b94cly9fhk6nM1526NAh5TpERC7DcENEqpScnIzg4GA899xzOHXqFD799FOsXr1a6W4RkQsw3BCRKjVt2hQff/wxtm7dis6dO+Pf//43FixYoHS3iMgFJFF7UpqIiIjIg3HkhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhUheGGiIiIVIXhhoiIiFSF4YaIiIhU5f8DPEWcYKa0gSMAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "id": "04a38444",
   "metadata": {},
   "source": [
    "**Fix the stimulus strength $\\mu_0 = 30$ Hz, vary the coherence $c'$**. "
   ]
  },
  {
   "cell_type": "code",
   "id": "99ac4954",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:40.273383Z",
     "start_time": "2025-10-06T03:35:22.745771Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.Bifurcation2D(\n",
    "  model=[int_s1, int_s2],\n",
    "  target_vars={'s1': [0., 1.], 's2': [0., 1.]},\n",
    "  target_pars={'coh': [0., 1.]},\n",
    "  pars_update={'mu': 30.},\n",
    "  resolutions={'coh': 0.005},\n",
    ")\n",
    "analyzer.plot_bifurcation(num_rank=50)\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n",
      "I am filtering out fixed point candidates with auxiliary function ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 10000 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 474 fixed points.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
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    "## References\n",
    "\n",
    "[1] Wong K-F and Wang X-J (2006). A recurrent network mechanism for time integration in perceptual decisions. J. Neurosci 26, 1314-1328."
   ]
  }
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